tag:blogger.com,1999:blog-28509641274718486692024-03-05T21:32:27.655-08:00ENGINEERING PPTFree download engineering ppt pdf slides lecture notes seminarsEngineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comBlogger572125tag:blogger.com,1999:blog-2850964127471848669.post-8036662461200522252023-08-22T00:42:00.005-07:002023-08-22T21:48:31.005-07:00Operating System Concepts Galvin 10th Edition PPT Lecture Slides <p> <a href="https://www.os-book.com/images/einstein.html" style="-webkit-text-stroke-width: 0px; font-family: "Times New Roman"; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;"><span style="font-size: large;"><img align="left" alt="book cover" height="328" hspace="10" src="https://www.os-book.com/OS10/slide-dir/images/os10-cover.jpg" width="246" /></span></a><span style="-webkit-text-stroke-width: 0px; color: #2b00fe; font-family: "Times New Roman"; font-size: x-large; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; letter-spacing: normal; text-align: start; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;"><b>Operating System Concepts </b></span><br style="-webkit-text-stroke-width: 0px; color: black; font-family: "Times New Roman"; font-size: medium; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px;" /><span style="-webkit-text-stroke-width: 0px; color: black; font-family: "Times New Roman"; font-size: medium; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px;"><i><b>Tenth Edition</b></i></span></p><dl style="-webkit-text-stroke-width: 0px; color: black; font-family: "Times New Roman"; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; letter-spacing: normal; text-align: start; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;"><dt><span style="font-size: medium;"><b><a href="http://www.cs.yale.edu/homes/avi">Avi Silberschatz</a></b></span></dt><dt><span style="font-size: medium;"><b><a href="http://www.petergalvin.info/">Peter Baer Galvin</a></b></span></dt><dt><span style="font-size: medium;"><b><a href="http://people.westminstercollege.edu/faculty/ggagne">Greg Gagne</a></b></span></dt></dl><br /><p style="-webkit-text-stroke-width: 0px; background-color: white; color: black; font-family: "Times New Roman"; font-size: medium; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px;"><br /></p><p style="-webkit-text-stroke-width: 0px; background-color: white; color: black; font-family: "Times New Roman"; font-size: medium; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px;"><img alt="line separator" height="4" src="https://www.os-book.com/OS10/images/line.gif" width="750" /><br /><br /></p><center style="-webkit-text-stroke-width: 0px; background-color: white; color: black; font-family: "Times New Roman"; font-size: medium; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px;"><table border="2"><tbody><tr><td><b>Chapter</b></td><td><b>Powerpoint</b></td><td><b>Last Updated</b></td></tr><tr><td bgcolor="#EEFFEE" colspan="3"><b>Part 1: Overview</b></td></tr><tr><td>1. Introduction</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch1</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch1.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch1.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">April 10, 2021</span></td></tr><tr><td>2. Operating-System Services</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch2</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch2.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch2.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">February 15, 2020</span></td></tr><tr><td bgcolor="#EEFFEE" colspan="3"><b>Part 2: Process Management</b></td></tr><tr><td>3. Processes</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch3</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch3.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch3.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">April 5, 2020</span></td></tr><tr><td>4. Threads & Concurrency</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch4</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch4.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch4.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">February 15, 2020</span></td></tr><tr><td>5. CPU Scheduling</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch5</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch5.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch5.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">April 5, 2020</span></td></tr><tr><td bgcolor="#EEFFEE" colspan="3"><b>Part 3: Process Synchronization</b></td></tr><tr><td>6. synchronization-tools</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch6</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch6.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch6.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">March 15, 2021</span></td></tr><tr><td>7. Synchronization Examples</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch7</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch7.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch7.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">February 15, 2020</span></td></tr><tr><td>8. Deadlocks</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch8</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch8.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch8.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">February 15, 2020</span></td></tr><tr><td bgcolor="#EEFFEE" colspan="3"><b>Part 4: Memory Management</b></td></tr><tr><td>9. Main Memory</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch9</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch9.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch9.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">March 13, 2021</span></td></tr><tr><td>10. Virtual Memory</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch10</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch10.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch10.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">February 15, 2020</span></td></tr><tr><td bgcolor="#EEFFEE" colspan="3"><b>Part 5: Storage Management</b></td></tr><tr><td>11. Mass-Storage Structure</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch11</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch11.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch11.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">February 15, 2020</span></td></tr><tr><td>12. I/O Systems</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch12</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch12.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch12.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">February 15, 2020</span></td></tr><tr><td bgcolor="#EEFFEE" colspan="3"><b>Part 6: File System</b></td></tr><tr><td>13. File-System Interface</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch13</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch13.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch13.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">April 28, 2021</span></td></tr><tr><td>14. File-System Implementation</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch14</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch14.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch14.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">April 28, 2021</span></td></tr><tr><td>15. File-System Internals</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch15</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch15.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch15.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">April 25, 2021</span></td></tr><tr><td bgcolor="#EEFFEE" colspan="3"><b>Part 7: Security and Protection</b></td></tr><tr><td>16. Security</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch16</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch16.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch16.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">February 15, 2020</span></td></tr><tr><td>17. Protection</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch17</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch17.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch17.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">February 15, 2020</span></td></tr><tr><td bgcolor="#EEFFEE" colspan="3"><b>Part 8: Advance Topicss</b></td></tr><tr><td>18. Virtual Machines</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch18</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch18.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch18.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">May 2, 2021</span></td></tr><tr><td>19. Networks and Distributed Systems</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch19</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch19.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch19.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">February 15, 2020</span></td></tr><tr><td bgcolor="#EEFFEE" colspan="3"><b>Part 9: Case Studies</b></td></tr><tr><td>20. The Linux System</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch20</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch20.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch20.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">February 15, 2020</span></td></tr><tr><td>21. Windows 10</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">ch21</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch21.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/ch21.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">February 15, 2020</span></td></tr><tr><td bgcolor="#EEFFEE" colspan="3"><b>Appendices</b></td></tr><tr><td>A. Influential Operating Systems</td><td><center>No slides</center></td></tr><tr><td>B. Windows 7</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">appB</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/appB.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/appB.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">January 12, 2021</span></td></tr><tr><td>C. BSD UNIX</td><td><div class="file-link-container" style="align-items: center; display: flex; justify-content: space-between; width: 239.328px;"><span class="file-name" style="flex: 1 1 0%; margin-right: 10px; text-align: left;">appC</span><div class="button-container" style="display: flex; gap: 10px;"><a class="download-btn processed-link" href="https://www.os-book.com/OS10/slide-dir/PPTX-dir/appC.pptx" style="background-color: #4a9900; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;" target="_blank">Download</a><a class="view-btn processed-link" href="https://docs.google.com/viewer?url=https://www.os-book.com/OS10/slide-dir/PPTX-dir/appC.pptx" style="align-items: center; background-color: #0496f7; border-radius: 5px; border: none; box-shadow: rgba(0, 0, 0, 0.1) 0px 2px 4px; color: white; cursor: pointer; font-family: Arial, sans-serif; font-weight: 500; margin: 0px 5px; padding: 10px 15px; transition: all 0.3s ease 0s;">View</a></div></div></td><td><span style="color: blue;">January 12, 2021</span></td></tr><tr><td>D. The Mach System</td><td><center>No slides</center></td></tr><tr></tr></tbody></table></center><p style="-webkit-text-stroke-width: 0px; background-color: white; color: black; font-family: "Times New Roman"; font-size: medium; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px;"></p><center style="-webkit-text-stroke-width: 0px; background-color: white; color: black; font-family: "Times New Roman"; font-size: medium; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px;"></center>Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-21892936761353809862012-10-22T18:53:00.004-07:002022-07-22T10:24:19.389-07:00 Data Structures Algorithms and Applications<div dir="ltr" style="text-align: left;" trbidi="on">
<br />
<h1 align="center" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;">
<a href="http://www.cise.ufl.edu/%7Esahni/dsaaj/Java-cover-b.jpg"><img align="left" border="0" height="200" hspace="20" src="http://www.cise.ufl.edu/%7Esahni/dsaaj/Java-cover-b.jpg" vspace="20" width="133" /></a> </h1>
<h1 align="center">
<span style="font-size: large;">Data Structures, Algorithms, and Applications in Java</span><span style="font-size: large;"> </span></h1>
<h1 align="center">
<span style="font-size: large;">by </span></h1>
<h1 align="center">
<span style="font-size: large;">
Sartaj Sahni </span></h1>
<h1 style="text-align: left;">
</h1>
<h4 style="text-align: left;">
<span style="color: #220f21;">Download Slides:</span> </h4>
<div style="text-align: left;">
<span style="color: #220f21;">Powerpoint presentations used in the lectures
are available from this page. These presentations
were prepared using Powerpoint 2000. </span><br />
<br />
<span style="color: #220f21;">You may download a zip file that contains all 41 presentations
by clicking <a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/all.zip">here</a>. Alternatively,
you may download individual presentations from the table given below.
</span></div>
<div style="text-align: left;">
<span style="color: #220f21;">
<span style="color: blue;">
.
<table border="1" style="width: 450px;">
<tbody>
<tr>
<th>Lecture</th>
<th>Content</th>
<th>Reading</th>
<th>Slides</th>
</tr>
<tr valign="TOP">
<td>1
</td>
<td>Course overview and insertion sort. </td>
<td>Chapters 1 through 3.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec1.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>2</td>
<td>Insertion sort and practical complexities.</td>
<td>Section 3.5.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec2.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>3</td>
<td>Run-time measurement.</td>
<td>Chapter 4.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec3.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>4</td>
<td>Linear lists.</td>
<td>Sections 5.1-5.2.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec4.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>5</td>
<td>Array representation and array resizing.</td>
<td>Section 5.3.
</td><td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec5.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>6</td>
<td>Walk through of code for <span style="color: blue;">ArrayLinearList</span>.</td>
<td>Section 5.3.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec6.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>7</td>
<td>Iterators. Linked representation of a linear list.</td>
<td>Sections 5.3 and 6.1.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec7.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>8</td>
<td>Walk through of code for <span style="color: blue;">Chain</span>. Head nodes, circular lists, doubly linked lists.</td>
<td>Sections 6.2 and 6.3.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec8.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>9</td>
<td>Simulated pointers and available-space lists.</td>
<td>Sections 7.1 and 7.2.</td><td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec9.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>10</td>
<td>Row-major and column-major indexing, and
special matrices.</td>
<td>Sections 8.1, 8.2, and 8.3.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec10.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>11</td>
<td>Sparse matrices.</td>
<td>Section 8.4.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec11.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>12</td>
<td>Stacks--application to parentheses matching, towers-of-hanoi,
railroad car rearrangement, and switchbox routing;
array stacks.</td>
<td>Sections 9.1, 9.2, 9.5.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec12.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>13</td>
<td>Array and linked stacks.</td>
<td>Section 9.3 and 9.4.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec13.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>14</td>
<td>Nonapplicability of queues for parantheses matching,
towers-of-hanoi, railroad problem with LIFO tracks, and
switchbox routing. Application of queues to railroad
problem with FIFO tracks, wire routing, and component labeling.
Array and linked queues.</td>
<td>Sections 10.1-10.4, 10.5.1-10.5.3.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec14.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>15</td>
<td>Exam.</td>
<td>-</td>
<td>-</td>
</tr>
<tr valign="top">
<td>16</td>
<td>Dictionaries, linear list representation, and hashing.</td>
<td>Sections 11.1, 11.2, 11.3, and 11.5.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec16.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>17</td>
<td>Hashing and hash table design.</td>
<td>Section 11.5.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec17.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>18</td>
<td>LZW compression.</td>
<td>Section 11.6.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec18.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>19</td>
<td>Trees, binary trees, and properties.</td>
<td>Sections 12.1-12.3.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec19.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>20</td>
<td>Binary tree representation and operations.</td>
<td>Sections 12.4 and 12.5.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec20.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>21</td>
<td>Binary tree traversal methods-- preorder, inorder, postorder,
level order. Reconstruction from two orders</td>
<td>Sections 12.6-12.8.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec21.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>22</td>
<td>Online equivalence classes.</td>
<td>Section 12.9.2.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec22.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>23</td>
<td>Application of priority queues to heap sort and machine
scheduling. Min and max heaps.</td>
<td>Sections 13.1-13.3, 13.6.1, and 13.6.2.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec23.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>24</td>
<td>Initialization of min and max heaps.
Height- and weight-biased leftist trees.</td>
<td>Sections 13.4.4 and 13.5.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec24.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>25</td>
<td>Winner and loser trees and application to k-way merging, run generation,
and first-fit bin packing.</td>
<td>Chapter 14.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec25.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>26</td>
<td>Binary search trees and indexed binary search trees.</td>
<td>Sections 15.1-15.5.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec26.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>27</td>
<td>Definition of AVL trees. Graph applications and properties.</td>
<td>Sections 16.1, 17.1-17.3.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec27.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>28</td>
<td>Graph operations and representation.</td>
<td>Sections 17.4-17.7.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec28.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>29</td>
<td>Breadth-first and depth-first search.
Application to path finding, connected components, and
spanning trees.</td>
<td>Sections 17.8 and 17.9.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec29.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>30</td>
<td>Greedy method and application to bin packing, loading,
and knapsack problems.</td>
<td>Sections 18.1, 18.2, 18.3.1, and 18.3.2.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec30.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>31</td>
<td>Exam.</td>
<td>-</td>
<td>-</td>
</tr>
<tr valign="top">
<td>32</td>
<td>Single source all destinations shortest paths algorithm.</td>
<td>Section 18.3.5.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec32.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>33</td>
<td>Kruskal's and Prim's minimum-cost spanning tree algorithms.</td>
<td>Section 18.3.6.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec33.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>34</td>
<td>Divide and conquer, and application to
defective chessboard and min-max problem.
Iterative min-max implementation.</td>
<td>Sections 19.1 and 19.2.1.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec34.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>35</td>
<td>Merge sort, natural merge sort, and quick sort.</td>
<td>Sections 19.2.2 and 19.2.3.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec35.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>36</td>
<td>Selection and closest pair of points.</td>
<td>Sections 19.2.4 and 19.2.5.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec36.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>37</td>
<td>Dynamic programming, 0/1 knapsack problem, recursive
and iterative
solutions.</td>
<td>Sections 20.1 and 20.2.1.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec37.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>38</td>
<td>Matrix multiplication chains, dynamic programming recurrence,
recursive solution.</td>
<td>Section 20.2.2.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec38.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>39</td>
<td>Iterative solution to matrix multiplication chains.</td>
<td>Section 20.2.2.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec39.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>40</td>
<td>All pairs shortest paths.</td>
<td>Section 20.2.3.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec40.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>41</td>
<td>Single source shortest paths with negative edge weights.</td>
<td>Section 20.2.4.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec41.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>42</td>
<td>Solution space trees and backtracking.</td>
<td>Section 21.1.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec42.ppt">Powerpoint</a>
</td>
</tr>
<tr valign="top">
<td>43</td>
<td>Branch and bound.</td>
<td>Section 22.1.</td>
<td><a href="http://www.cise.ufl.edu/%7Esahni/cop3530/powerpoint/lec43.ppt">Powerpoint</a></td></tr>
</tbody></table>
</span></span></div>
<h1 style="text-align: left;">
</h1>
</div>
Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.com0tag:blogger.com,1999:blog-2850964127471848669.post-55637574549080736012012-10-21T07:04:00.001-07:002013-05-29T12:37:54.471-07:00Cryptography and Network Security, Fourth Edition,william stallings PPT Slides<div dir="ltr" style="text-align: left;" trbidi="on">
<b>Cryptography and Network Security</b><br />
<b><img alt="" border="0" class="dsR17" height="200" src="http://williamstallings.com/Images/Crypto4e.jpg" width="143" /> </b><br />
<b>Text: Cryptography and Network Security, Fourth Edition,william stallings</b><br />
<br />
<b>Download Slides:</b><br />
<br />
<table><tbody>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch01.ppt">ch01.ppt</a></td><td align="right">13-Jan-2006 17:05 </td><td align="right">419K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch02.ppt">ch02.ppt</a></td><td align="right">13-Jan-2006 17:05 </td><td align="right">298K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch03.ppt">ch03.ppt</a></td><td align="right">13-Jan-2006 17:06 </td><td align="right">1.1M</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch04.ppt">ch04.ppt</a></td><td align="right">13-Jan-2006 17:06 </td><td align="right">263K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch05.ppt">ch05.ppt</a></td><td align="right">13-Jan-2006 17:07 </td><td align="right">645K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch06.ppt">ch06.ppt</a></td><td align="right">13-Jan-2006 17:07 </td><td align="right">711K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch07.ppt">ch07.ppt</a></td><td align="right">13-Jan-2006 17:07 </td><td align="right">499K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch08.ppt">ch08.ppt</a></td><td align="right">13-Jan-2006 17:07 </td><td align="right">214K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch08%20modified.ppt">ch08 modified.ppt</a></td><td align="right">06-Feb-2007 13:15 </td><td align="right">210K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch09.ppt">ch09.ppt</a></td><td align="right">13-Jan-2006 17:08 </td><td align="right">462K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch10.ppt">ch10.ppt</a></td><td align="right">13-Jan-2006 17:08 </td><td align="right">671K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch11.ppt">ch11.ppt</a></td><td align="right">13-Jan-2006 17:08 </td><td align="right">437K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch12.ppt">ch12.ppt</a></td><td align="right">13-Jan-2006 17:09 </td><td align="right">539K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch13.ppt">ch13.ppt</a></td><td align="right">13-Jan-2006 17:08 </td><td align="right">167K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch14.ppt">ch14.ppt</a></td><td align="right">13-Jan-2006 17:09 </td><td align="right">542K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch15.ppt">ch15.ppt</a></td><td align="right">13-Jan-2006 17:10 </td><td align="right">537K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch16.ppt">ch16.ppt</a></td><td align="right">13-Jan-2006 17:10 </td><td align="right">610K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch17.ppt">ch17.ppt</a></td><td align="right">13-Jan-2006 17:10 </td><td align="right">539K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch18.ppt">ch18.ppt</a></td><td align="right">13-Jan-2006 17:10 </td><td align="right">204K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch19.ppt">ch19.ppt</a></td><td align="right">13-Jan-2006 17:10 </td><td align="right">595K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/ch20.ppt">ch20.ppt</a></td><td align="right">13-Jan-2006 17:11 </td><td align="right">944K</td></tr>
<tr><td valign="top"><img alt="[ ]" src="http://ece.uprm.edu/icons/unknown.gif" /></td><td><a href="http://ece.uprm.edu/%7Enoack/crypto/textslides/modified%20ch07.ppt">modified ch07.ppt</a></td><td align="right">30-Jan-2007 11:04 </td><td align="right">474K</td></tr>
</tbody></table>
</div>
Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-67455512052272249602012-10-15T03:44:00.001-07:002013-05-29T12:38:28.794-07:00Introduction to Computer Vision PPT PDF Slides<div dir="ltr" style="text-align: left;" trbidi="on">
<h2 style="text-align: left;">
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<h2>
Textbook</h2>
Readings will be assigned in "Computer Vision: Algorithms and Applications" by Richard Szeliski<br />
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" width="142" /> <br />
<br />
<div class="MsoNormal" style="line-height: normal; mso-margin-bottom-alt: auto; mso-margin-top-alt: auto; mso-outline-level: 2;">
<b><i><span style="font-family: "Times New Roman","serif"; font-size: 18.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Lecture Slides</span></i></b><b><span style="font-family: "Times New Roman","serif"; font-size: 18.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"></span></b></div>
<table border="1" cellpadding="0" class="MsoNormalTable" style="mso-cellspacing: 1.5pt; mso-padding-alt: 3.75pt 3.75pt 3.75pt 3.75pt; mso-yfti-tbllook: 1184; width: 67%px;">
<tbody>
<tr style="mso-yfti-firstrow: yes; mso-yfti-irow: 0;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt; width: 168.4pt;" width="225"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Topic</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt; width: 44.9pt;" width="60"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Slides</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt; width: 93.95pt;" width="125"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Reading</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"></span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 1;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Introduction
to computer vision</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/01.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/01.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
1</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 2;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Cameras
and optics</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/02.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/02.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
2.1, especially 2.1.5</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 3;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Light
and color</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/03.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/03.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
2.2 and 2.3</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 4;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Pixels
and image filters</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/04.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/04.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
3.2</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 5;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Thinking
in frequency</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/05.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/05.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
3.4</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 6;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Image
pyramids and applications</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/06.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/06.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
3.5.2 and 8.1.1</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 7;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Machine
learning: overview</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/07.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/07.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
</tr>
<tr style="mso-yfti-irow: 8;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Machine
learning: clustering</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/08.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/08.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
5.3</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 9;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Machine
learning: classification</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/09.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/09.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
</tr>
<tr style="mso-yfti-irow: 10;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Edge
detection and line fitting w/ Hough transform</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/10.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/10.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
4.2</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 11;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Robust
fitting (Hough Transform)</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/11.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/11.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
4.3</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 12;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Robust
fitting (RANSAC and others)</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/12.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/12.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
4.3</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 13;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Mixture
of Gaussians and EM</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/13.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/13.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
</tr>
<tr style="mso-yfti-irow: 14;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Gestalt
cues, MRFs, and graph cuts</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/14.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/14.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
5.5</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 15;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
</tr>
<tr style="mso-yfti-irow: 16;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Recoginition
Overview and History</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/15.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/15.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
14</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 17;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Image
features and bag of words models</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/16.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/16.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
4.1.2, 14.4.1, and 14.3.2</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 18;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Interest
points: corners</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/17.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/17.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
4.1.1</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 19;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: blue; font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Quiz 1</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
</tr>
<tr style="mso-yfti-irow: 20;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Interest
points and instance recognition </span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/18.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/18.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
14.3</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 21;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Large-scale
instance recognition</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/19.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/19.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
14.3.2</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 22;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Detection
with sliding windows</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/20.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/20.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
14.1</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 23;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: green; font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Guest talk: Jim Rehg, Behavior Imaging and the Study of Autism</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
</tr>
<tr style="mso-yfti-irow: 24;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Detection
with sliding windows continued</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/21.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/21.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
14.2</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 25;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Context
and Spatial Layout</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/22.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/22.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
14.5</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 26;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: green; font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Guest talk: Gabriel Taubin, 3d photography</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
</tr>
<tr style="mso-yfti-irow: 27;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Feature
Tracking</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/23.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/23.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
4.1.4</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 28;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Optical
Flow</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">see
above</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
8.4</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 29;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: green; font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Guest lecture: Deqing Sun, Optical flow</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
</tr>
<tr style="mso-yfti-irow: 30;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Epipolar
Geometry</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/24.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/24.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
11</span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 31;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Stereo
Correspondence</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/25.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/25.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
</tr>
<tr style="mso-yfti-irow: 32;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Structure
from Motion</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/26.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/26.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Szeliski
7</span></div>
</td>
</tr>
<tr style="height: 46.1pt; mso-yfti-irow: 33;">
<td style="height: 46.1pt; padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Activity
Recognition</span></div>
</td>
<td style="height: 46.1pt; padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/27.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/27.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="height: 46.1pt; padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
</tr>
<tr style="mso-yfti-irow: 34;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
</tr>
<tr style="height: 4.3pt; mso-yfti-irow: 35;">
<td style="height: 4.3pt; padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
<td style="height: 4.3pt; padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
<td style="height: 4.3pt; padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
</tr>
<tr style="mso-yfti-irow: 36; mso-yfti-lastrow: yes;">
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;">Internet
Scale Vision</span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: EN-IN;"><a href="http://www.cs.brown.edu/courses/cs143/lectures/28.ppt"><span style="color: blue;">.ppt</span></a>, <a href="http://www.cs.brown.edu/courses/cs143/lectures/28.pdf"><span style="color: blue;">.pdf</span></a></span></div>
</td>
<td style="padding: 3.75pt 3.75pt 3.75pt 3.75pt;"><br /></td>
</tr>
</tbody></table>
</div>
Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-15538596538148293942012-10-13T23:39:00.000-07:002013-05-29T12:38:59.128-07:00Real-Time Rendering PPT Slides<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="text-align: right;">
</div>
<h2>
<span style="font-family: courier new;"><span style="color: #990000;">Real-Time Rendering</span></span></h2>
<div style="text-align: left;">
<span style="font-family: courier new;"><span style="color: #990000;"><b><span style="color: #990000;">Instructor:</span></b>
David Luebke, <a href="mailto:luebke@cs.virginia.edu">luebke@cs.virginia.edu</a></span></span></div>
<div style="text-align: left;">
<span style="font-family: courier new;"><span style="color: #990000;"><b><span style="color: #990000;">Texts:</span></b>
Required: <i></i></span></span><br />
<span style="font-family: courier new;"><span style="color: #990000;"><i>
</i></span></span></div>
<blockquote>
<i>
</i><i>
<span style="color: maroon;"><a href="http://www.realtimerendering.com/">Real-Time
Rendering (2nd edition)</a></span></i> by Tomas Akenine-Moller and Eric Haines,
AK Peters (2002). <br />
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="200" 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FcWmPebUh01tNSEtgKWO4oB2ODn2HPAryP4qtG3xL1gx427ogcevlJn9c1hSep24mPuJ3f8AVzjqKKK3OI9E+Huu6JZabNp154PbXb952lVo7NJ2VNqjbyCcZBPpzXR3vjjwZps3k33w5FrLjOyfT4Ub8iKr/DG/k0TwhFeWkUZn1DxDBp8zuucREKePf5m/OpfipfSav4RkuLqNBNY6/NZQsoxmIIx/PgD8K53Zzsd0bxpXT/A8n1a5t7zWb66tIBb201xJJFCAAI0LEquBwMAgcVTooroOF6hRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFdj8Jv+So6N/wBt/wD0TJXHV2Pwm/5Kjo3/AG3/APRMlRU+FmlH+IvU+oK5b4j6NfeIPAWpaXpsImvJ/K8tC4XO2VGPJ46A11NFcSdnc9hq6sfMKfB/xuBzpUf/AIFRf/FU/wD4VD43/wCgVH/4FRf/ABVfTdFae2kc/wBVpnzJ/wAKh8b/APQKj/8AAqL/AOKroPBPwh8QW3imx1LWUhtLaymWcKJVd5GU5UDbkAZAzk173RQ6smrDjhoRdwrg/jDqMVh8N9QjdsSXbRwRD1JYMf8Ax1WrsNTuby0sJJrCwN9cD7sAlWPd/wACbgV8v/EPxJ4j13xCYPEFo+nm2yIrHnbGD3z/ABE/3uh7cVNON2XWnyxZu/BHR4tR8aveTIGSwtzKgIyPMJCr+hY/UCvo+vEP2fY0MviGQqN6rbqD6A+Zn+Qr2+nVfvE4dWpo8o8d/GdPC2vz6Lp2mLeXFuF86aWXaisRnaABzgEZ5HORXJf8NAa9/wBAfTvzf/Gvbbrwp4dvbqS6u9A0u4uJDl5ZbON3Y+pJGTUX/CF+Ff8AoWdG/wDACL/4mknHsVKNRvRnG+Avi/D4u1pNGvNMNleSKzROku9JNoJI6Ag4B9elenVlWfhjw/p12l3ZaFpltcx52TQ2kaOuRg4IGRwSPxrVqXa+hcU0vePmX4y6RHpPxBmlhVVjv4VusL2Ykq34kqT+Nex/CH/kl2jf9t//AEfJXmnx/wD+Rp0o/wDTkf8A0Nq9K+EH/JLdG/7b/wDo+StZO8EYU1atI7Z0WWNo3UMjAqynoQaw9c8YeHPCvlxatqcFoxX5IQCz7f8AcUEgfhWzczC2tZZ2BKxIXIHUgDNfGV9fXOs6pc6jeyGW5uZDI7E9z2+g6CphDmLrVfZo+mh8YPAhIH9u/wDkpP8A/EV1Gj67pXiCz+16TfwXcIOC0TZKn0I6g/WvjnyhjpXpHwNnlt/HssCORFPZuJF7HBUg/Uf1NXKkkrmNPEucrNH0dXyl8SNFi8P+PtSs7dAls7CeJQMAK43ED2ByPwr6tr5z+PKKnj20KqAX02NmI7nzJB/ICppO0jTExTgerfCfS4dN+HmnOiAS3Ya4lbuxYnH/AI6FFdpLLHDE8srrHGilndjgKB1JPYVi+CwB4F8P4H/MNt//AEWtZ3xPkeL4a660bFWNvtJHoWAI/EEioesjWPuwRjXXxu8GW9w0Uc93chf+WkNudp+m4g/pUX/C9PCH93Uf/Acf/FV84RRjaKl8selbqijjeLkmfWHhzxf4c8ZsJdLullubX5zFIpSSPIwTg9Rz2yOntXS18v8AwhZ4fifpSoxVZFmVwP4h5TnH5gH8K+oKxnHldjqo1PaRufOfx7OPHtj/ANgyP/0bLXp3wd0eLTPh9aXATE9+zXErEckZIUfTaAfxPrXmHx9/5H2x/wCwZH/6Nlr2/wAERpH4D8PqigA6dbtgepjUn9TVSfuIiC/etmnqmpW+j6Td6ldsVt7WFppCOuFGcD1PoPWvDbr9oXUZJj9h0G1jizx58zOxH4AV7xc21ve20ltdQRTwSDa8UqBlYehB4IrIHgvwqOnhnRv/AAAi/wDiaiLS3NZqT+FnjcP7QWrpKDcaHZSR91jldCfxOf5V6/4M8W2njTw+uq2kTw4kMUsTnJRwASM9+CDn3qX/AIQvwr/0LOjf+AEX/wATWjp+l6fpMDQabY2tlCzb2jtoVjUtgDJCgDOAOfanJxeyFCM0/eZB4g0iLXvD9/pcwUrdQtGC3RWx8p/A4P4V82/CPI+KWjqwwQZwR/2xkr6kr5h+GHHxksP+u11/6KkqoP3WjOsvfi/M+nqo391pujx3Gq388NqgjVJZ5X2japYqPzZsAcnNXq8M/aDvJzcaHp4ci22yTMgP3nyACfoM4+pqIq7sazlyxud6vxd8CvMIhrybicZNtMF/MpiuziljniSWJ1kjdQyOhyGB5BB7ivikRDbXt/gf4s+H/D/gzTdL1M3rXdsrIxjh3LjexXBz/dIrSdKy0MKWJUnaWhu/HPTluvAa3uzMlldI4cDorfKR9CSv5CuU/Z+OdW1r/rhH/wChGrHj/wCKvh3xN4J1DSNPW9+03Bj2+bCFUbZFY5OfRTVb9n4Y1fWv+uEf/oRoSapu4NxdZNHvNfLPxcP/ABdXWv8Ath/6Ijr6mr5Z+Ln/ACVXWv8Ath/6IjpUviKxPwHqnwF/5Ea+/wCwlJ/6Kir1KvLfgL/yI19/2EpP/RUVepVM/iZpR+BGNq/iHQfCdnGdTvrexhPEaHq3rtUcn8BXP/8AC4fAf/Qd/wDJOf8A+Ir588b6rca9431a8uHZgty8USsfuRqxVVHpwPzJrFEQx0rSNG61OeeK5XZI+v8AQ/FOh+JYnfR9Sgu9n31QkOvuVOCB74rXr5W+Fs0tp8StHMLlfMkaJwOjKUOQf0P4Cvqms5x5XY3o1PaRufNnxp0WLSfHIu7dAkeowidgBgeYCVb88An3Jr0b4Haalr4JlvtmJb25Yl/VU+UD8Du/M1zf7QqKJfDkgUb2FyCe5A8rH8z+dd18If8Akl2jf9t//R8lXJ/u0ZQilXZ29edax8a/CWkajLZA3t88TFHktIlZMjqAWZc/UcV2uuzSW/h/UpoWKyx2srow6hghINfGcKAippwUty69V01ofRH/AAv3wt/0DtZ/78xf/HK6Lwp8TvDni+++w2MlxBeEFkguowrOAMnaQSDgc4zn9a+XNgrf8C5j8f6AyHB+3RDI9CwB/Q1rKikjnhipOSTPravD/wBob7/hr/t6/wDaVe4V4f8AtDff8Nf9vX/tKsafxI6q/wDDZ44nSnU1OlOrtR473CiiimAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFb3gu60+z8W2Nxqt7cWVknmeZPbu6OmY2AwU+YZJA47H0rBrY8L6JH4j8R2mlS3q2ST783DLuCbUZumR1xjr3pS21KhfmVj2u1PgbxPa3tvD4i1y/hghM1xA93dt+7BGTsYfN26A18+V714a8J6N8NZb/XbrxLb3q/ZHi8ry1jzkq2B87ZJ2gY968FrOna7tsb4i9o8yswooorU5j3/w/pvja21GOyfXLNCNKgaeeW08wwKGkEadRubliScdO/fxrxdZX+neLNTtdUn+0XqzFpZsY8zd8wbHbIIOK951bS5PJ8VauZ4haazb2aWrZJIIBXn6lxjFeN/FG4juviTrMkRyokSM/VY1U/qDWFJ3kduJjaC9f8zkKKKK3OI9X+F1p4hn8PXZ06ws7ux/tCGTE1x5TpLEySHHyngrgf5wZvjAPEtxpllc6nYWVjp0dwUSKC4MrNIyk5Y7V7K3bv3rzKw17WNLgaDT9Wv7SFm3mO3uXjUtgDOARzgDn2r0j4kWs9l8OvDUGr6kbvWRIzM3msxkjO4gnPJ25VckdzWLVppnXGfNSceyPJ6KKK2OQKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArsfhN/yVHRv+2/8A6Jkrjq7H4Tf8lR0b/tv/AOiZKip8LNKP8Rep9QVheMvEf/CJeFL3XPsn2v7N5f7nzPL3bnVPvYOMbs9O1btcP8YBn4Waz/2w/wDR8dcSV2evJ2i2cMP2h2P/ADKv/lQ/+1U7/hoZv+hV/wDKh/8Aaq8XjXipNgrq9lE894qZ7H/w0M3/AEKv/lQ/+1V2HgT4q2HjW/fTmsZLC+CGRI2kEiyKOuGwOR6Y6V82bBXZfCQFfilo+DgHzwf+/L1MqUUroqliZSkkz6hryz46aLDd+EItXEQ+02M6gyAc+W52kH23Fev9a9Trh/jB/wAkt1n/ALYf+j46wg7SR21FeDOB/Z+uwupa5acZlhilH/ACw/8AZ692r5Q+HPiVPCnjG0v52K2cgMFyR2Ru/wCBCt+FfVsciTRJLE6vG6hldTkMD0IPcVdVe9cyw0k4W7Hz34/+I/jXQfHeq6ZZ6sbe1hkXyYzawthCoI5KEnr61z3/AAt3x7/0Hv8AyUg/+Ir6D8S+BPDvix1l1awD3CLtW4jcpIB6ZHUdeuetc1/wo7wh66j/AOBA/wDiaIyhbVCnTqN+6zzHRPiH8S/EWsQaVputLJdzbtitbW6j5VLHkpxwDXXfZfjn/wBBC3/75tf/AIivQ/DXgDw54UmNxpliRdFdhuJXLvjvjPA/ACumpSmr6IuFOVveZ8o/EL/hLU1q2h8YTpLfLbBoigjAEZZh/AAOoNe7/CD/AJJbo3/bf/0fJXh3xT1+HxF49vJ7STzbW2VbaJwchgucke24tj1617j8If8Aklujf9t//R8lXP4EZUv4rOs1X/kEXv8A1wk/9BNfGcPSvszVf+QRe/8AXB//AEE18Zw9KdDqTjNkTV6B8FP+SiL/ANekv9K8/r0D4Kf8lEX/AK9Jf6VrU+FnLh/4iPpGvnT49/8AI+WX/YMj/wDRstfRdfOvx6GfHll/2DI//Rstc1L4j0MR8B7X4HlSbwH4fZDkDT4F/EIAf1BqPx9plzrHgPWbGzQyXEluTGgGS5Uhto9zjA+tcx8F/ElvqfhCPSGkUXunEqUJ5aMsSrAegzt/AetelVMtJGkGpQR8ToShKOCrKcEEYINSeYPWvse40bS7uYzXOm2c0p6vJArMfxIqL/hHdE/6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" style="cursor: move; margin-left: auto; margin-right: auto;" width="173" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Real-Time Rendering 3rd edition Book</td></tr>
</tbody></table>
This book is a significant update from the (excellent) first edition, and
contains a great deal of additional material. In particular there are new
chapters on advanced shading techniques, shading capabilities of modern
hardware, and so on. It is an excellent book that anybody serious about a career
in computer graphics ought to own. One of the best aspects of the book is
the accompanying web site, a vast compendium of graphics resources that the
authors keep very up-to-date. </blockquote>
<br />
<div style="text-align: left;">
<span style="font-family: courier new;"><span style="color: #990000;"><b><span style="color: #990000;">Description:</span></b>
<span style="color: black;">This course will examine real-time rendering of high-quality interactive
graphics. Applications such as video games, simulators, and virtual reality have
recently become capable of near cinematic-quality visuals at real-time rates. We
will study the advances in graphics hardware and algorithms that are making this
possible. Over several projects throughout the semester students will work in
small teams to develop a small 3D game engine incorporating some
state of the art techniques. Examples of these techniques (and topics we will
cover in class) include non-photorealistic rendering, occlusion culling, level
of detail, terrain rendering, shadow generation, image-based rendering, and
physical simulation.</span></span></span></div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
<span style="font-family: courier new;"><span style="color: #990000;"><span style="color: black;"> <b><span style="color: #990000;">Lectures:</span></b>
</span></span></span></div>
Some lectures are accompanied by Powerpoint presentations,
often from other sources (e.g., NVIDIA presentations at Game Developers
Conference). The original presentations will be included below for your
convenience. For copyright-related reasons, some of these links will only work if
you are browsing from a <i>virginia.edu</i> IP address.<br />
<table border="1" cellpadding="0" cellspacing="0" id="AutoNumber1" style="border-collapse: collapse; height: 212px; width: 581px;"><tbody>
<tr>
<td align="center" height="19" width="60"><u><b>Lecture</b></u></td>
<td align="center" height="19" width="44"><br /></td>
<td align="center" height="19" width="228"><br /></td>
<td align="center" height="19" width="514"><u><b>Topic</b></u></td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">1</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Introduction; overview; the graphics pipeline then and now [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture01.Intro.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">2</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Rendering
engine basics: high-level pipelining [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture02.Pipeline.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="18" width="60">3</td>
<td align="center" height="18" width="44"><br /></td>
<td align="left" height="18" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="18" style="margin-left: 4;" width="514">Rendering
engine basics: the scene graph</td>
<td align="center" height="18" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">4</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="18" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="18" style="margin-left: 4;" width="514"><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
Rendering
engine basics: optimizing geometry for rendering</td>
<td align="center" height="18" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="18" width="60">5</td>
<td align="center" height="18" width="44"><br /></td>
<td align="left" height="17" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="17" style="margin-left: 4;" width="514">Rendering
engine basics: more on efficient rendering [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture05.Efficient.Rendering.ppt">ppt</a>]</td>
<td align="center" height="18" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">6</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="18" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="18" style="margin-left: 4;" width="514">Level of
detail: introduction [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture06.LOD1.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">7</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="18" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="18" style="margin-left: 4;" width="514">Visibility:
view-frustum culling, cells and portals [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture07.LOD2+Visibility1.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">8</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Visibility:
cell and portals continued, hierarchical Z-buffer [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture08.Visibility2.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">9</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Visibility:
hardware-supported occlusion queries, portal textures [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture09.Visibility3+Textures1.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">10</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Advanced
texturing: point sprites, billboards, special effects [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture10.Textures2.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="13" width="60">11</td>
<td align="center" height="13" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">NV30;
writing vertex and fragment programs with <b>Cg </b>[<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture11.Cg1.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">12</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Non-photorealistic rendering: toon shading, silhouettes [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture12.NPR1.ppt">ppt</a>]<span style="color: #990000;"><b><br />
DROP DATE</b></span></td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">13</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Non-photorealistic rendering: painting, sketching, hatching [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture13.NPR2.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="20" width="60">14</td>
<td align="center" height="20" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Shadow
algorithms: planar shadows, shadow volumes [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture14.Shadows1.ppt">ppt</a>]</td>
<td align="center" height="13" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">15</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Shadow
algorithms: shadow volumes cont., shadow maps [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture15.Shadows2.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60"></td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514"><span style="color: #990000;"><b>SPRING BREAK</b></span></td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">16</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="20" style="margin-left: 4;" width="514">Shadow
algorithms: smoothies and other advanced techniques [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture16.Shadows3.ppt">ppt</a>]</td>
<td align="center" height="20" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">17</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="20" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="20" style="margin-left: 4;" width="514">Image-based
rendering: images with depth [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture17.IBR1.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">18</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Image-based
rendering: pure IBR, hybrid approaches [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture18.IBR2.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">19</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="20" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Level of
detail: simplification operators [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture19.LOD3.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">20</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="20" style="margin-left: 4;" width="514">Level of
detail: simplification algorithms, geometric and perceptual error [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture20.LOD4.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">21</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Level of detail: quadrics and view-dependent LOD [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture21.LOD5.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">22</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Balancing
the pipeline: finding and eliminating bottlenecks [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture22.Optimizing1.ppt">ppt</a>]
[<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/Performance-Optimisation.pdf">pdf</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">23</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="20" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Balancing
the pipeline cont. [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture23.Optimizing2.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">24</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Interruptible rendering [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture24.Interruptible.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">25</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="20" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="20" style="margin-left: 4;" width="514">Parallel
rendering; Chromium <br />
(Guest lecture: Greg Humphreys).</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">26</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Interactive ray tracing: software [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture25.RayTracing1.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">27</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">Interactive
ray tracing: hardware [<a href="http://www.cs.virginia.edu/%7Egfx/Courses/2004/RealTime/lecture26.RayTracing2.ppt">ppt</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60">28</td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514">General-Purpose GPU Computing [<a href="http://www.gpgpu.org/s2004">www</a>]</td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60"></td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514"></td>
<td align="center" height="19" width="101"><br /></td>
</tr>
<tr>
<td align="center" height="19" width="60"></td>
<td align="center" height="19" width="44"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="228"><br /></td>
<td align="left" height="19" style="margin-left: 4;" width="514"><br /></td>
<td align="center" height="19" width="101"><br /></td></tr>
</tbody></table>
<div style="text-align: left;">
<span style="font-family: courier new;"><span style="color: #990000;"><span style="color: black;"></span> </span></span></div>
<h2>
<span style="font-family: courier new;"><span style="color: #990000;">
</span></span></h2>
<h3 style="text-align: left;">
<span style="font-family: courier new;"><span style="color: #990000;"> Some Books On Computer Graphics for Reading and Downloading for Free:</span></span></h3>
<table><tbody>
<tr><td><a href="http://www.amazon.com/Computer-Vision-Algorithms-Applications-Science/dp/1848829345?tag=realtimerenderin"><img align="left" alt="cover" border="0" src="http://www.realtimerendering.com/AmazonImages/41TqhD8yCRL._SL55_.jpg" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="14" />
<a href="http://szeliski.org/Book/"><img align="left" alt="download for free" border="0" src="http://www.realtimerendering.com/download_for_free_sm.png" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="12" />
<b><a href="http://www.amazon.com/Computer-Vision-Algorithms-Applications-Science/dp/1848829345?tag=realtimerenderin">Computer Vision: Algorithms and Applications</a></b>, by Richard Szeliski, Springer, Nov. 2010, <a href="http://szeliski.org/Book/"><b><i>download for free</i></b></a>.
</td></tr>
<tr><td><a href="http://www.amazon.com/gp/product/0123750792?tag=realtimerenderin"><img align="left" alt="cover" border="0" src="http://www.realtimerendering.com/AmazonImages/41EU+tzxOcL._SL55_.jpg" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="8" />
<a href="http://developer.nvidia.com/object/gpu-gems-3.html"><img align="left" border="0" src="http://www.realtimerendering.com/read_for_free_sm.png" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="12" />
<b><a href="http://www.amazon.com/gp/product/0123750792?tag=realtimerenderin">iPhone 3D Programming: Developing Graphical Applications with OpenGL ES</a></b>, Philip Rideout, O'Reilly Media, May 2010, <a href="http://iphone-3d-programming.labs.oreilly.com/"><b><i>read for free</i></b></a>. The focus is more on OpenGL ES, which is all to the good.
</td></tr>
<tr><td><a href="http://wiki.gamedev.net/index.php/D3DBook:Book_Cover"><img align="left" alt="cover" border="0" src="http://www.realtimerendering.com/Engel_D3D_cover.jpg" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="20" />
<a href="http://wiki.gamedev.net/index.php/D3DBook:Book_Cover"><img align="left" alt="read for free" border="0" src="http://www.realtimerendering.com/read_for_free_sm.png" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="12" />
<b><a href="http://wiki.gamedev.net/index.php/D3DBook:Book_Cover">Programming Vertex, Geometry, and Pixel Shaders, Second Edition</a></b>, by Wolfgang Engel, Jack Hoxley, Ralf Kornmann, Niko Suni, and Jason Zink, December 2008 (no publisher), <a href="http://wiki.gamedev.net/index.php/D3DBook:Book_Cover"><b><i>read for free</i></b></a>. An uneven draft of a book, but extremely valuable in places. I particularly like the <a href="http://wiki.gamedev.net/index.php/D3DBook:Lighting">lighting chapter</a> by Jack Hoxley, which gives detailed explanations of various lighting models along with working shader code.
</td></tr>
<tr><td><a href="http://www.amazon.com/GPU-Gems-3-Hubert-Nguyen/dp/0321515269?tag=realtimerenderin"><img align="left" alt="cover" border="0" src="http://www.realtimerendering.com/AmazonImages/51Up%2BOmQhQL._SL55_.jpg" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="8" />
<a href="http://developer.nvidia.com/object/gpu-gems-3.html"><img align="left" border="0" src="http://www.realtimerendering.com/read_for_free_sm.png" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="12" />
<b><a href="http://www.amazon.com/GPU-Gems-3-Hubert-Nguyen/dp/0321515269?tag=realtimerenderin">GPU Gems 3</a></b>, edited by Hubert Nguyen, August 2007, <a href="http://developer.nvidia.com/object/gpu-gems-3.html"><b><i>read for free</i></b></a>. NVIDIA's munificence is what I assume is behind this excellent book being free.
</td></tr>
<tr><td><a href="http://www.amazon.com/exec/obidos/tg/detail/-/0321335597?tag=realtimerenderin"><img align="left" alt="cover" border="0" src="http://www.realtimerendering.com/AmazonImages/51-6oFyhBKL._SL55_.jpg" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="9" />
<a href="http://developer.nvidia.com/object/gpu_gems_2_home.html"><img align="left" alt="read for free" border="0" src="http://www.realtimerendering.com/read_for_free_sm.png" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="12" />
<b><a href="http://www.amazon.com/exec/obidos/tg/detail/-/0321335597?tag=realtimerenderin">GPU Gems 2: Techniques for Graphics and Compute Intensive Programming</a></b>, edited by Matt Pharr, March 2005, <a href="http://developer.nvidia.com/object/gpu_gems_2_home.html"><b><i>read for free</i></b></a>. Another gift from NVIDIA; a wonderful book.
</td></tr>
<tr><td><a href="http://www.amazon.com/exec/obidos/tg/detail/-/0321228324?tag=realtimerenderin"><img align="left" alt="cover" border="0" src="http://www.realtimerendering.com/AmazonImages/51W01X6NB7L._SL55_.jpg" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="8" />
<a href="http://developer.nvidia.com/object/GPU_Gems_Home.html"><img align="left" alt="read for free" border="0" src="http://www.realtimerendering.com/read_for_free_sm.png" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="12" />
<b><a href="http://www.amazon.com/exec/obidos/tg/detail/-/0321228324?tag=realtimerenderin">GPU Gems: Programming Techniques, Tips, and Tricks for Real-Time Graphics</a></b>, edited by Randima Fernando, March 2004, <a href="http://developer.nvidia.com/object/GPU_Gems_Home.html"><b><i>read for free</i></b></a>. Likewise, worthwhile and great that it's free.
</td></tr>
<tr><td><a href="http://www.amazon.com/ShaderX2-Shader-Programming-Tricks-DirectX/dp/1556229887?tag=realtimerenderin"><img align="left" alt="cover" border="0" src="http://www.realtimerendering.com/AmazonImages/51S5NSFNMZL._SL55_.jpg" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="14" />
<a href="http://www.gamedev.net/reference/programming/features/shaderx2/Tips_and_Tricks_with_DirectX_9.pdf"><img align="left" alt="download for free" border="0" src="http://www.realtimerendering.com/download_for_free_sm.png" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="12" />
<b><a href="http://www.amazon.com/ShaderX2-Shader-Programming-Tricks-DirectX/dp/1556229887?tag=realtimerenderin">ShaderX<sup>2</sup>: Shader Programming Tips and Tricks with DirectX 9.0</a></b>, edited by Wolfgang Engel, Nov. 2003, <a href="http://www.gamedev.net/reference/programming/features/shaderx2/Tips_and_Tricks_with_DirectX_9.pdf"><b><i>download for free</i></b></a>, also <a href="http://tog.acm.org/resources/shaderx/">free code download and notes</a>. I particularly like the articles that Marwan Ansari coauthored.
</td></tr>
<tr><td><a href="http://www.amazon.com/ShaderX2-Introductions-Tutorials-DirectX-9-0/dp/155622902X?tag=realtimerenderin"><img align="left" alt="cover" border="0" src="http://www.realtimerendering.com/AmazonImages/514E6BJEJ9L._SL55_.jpg" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="14" />
<a href="http://www.gamedev.net/reference/programming/features/shaderx2/Introductions_and_Tutorials_with_DirectX_9.pdf"><img align="left" alt="download for free" border="0" src="http://www.realtimerendering.com/download_for_free_sm.png" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="12" />
<b><a href="http://www.amazon.com/ShaderX2-Introductions-Tutorials-DirectX-9-0/dp/155622902X?tag=realtimerenderin">ShaderX<sup>2</sup>: Introductions and Tutorials with DirectX 9.0</a></b>, edited by Wolfgang Engel, Nov. 2003, <a href="http://www.gamedev.net/reference/programming/features/shaderx2/Introductions_and_Tutorials_with_DirectX_9.pdf"><b><i>download for free</i></b></a>, also <a href="http://tog.acm.org/resources/shaderx/">free code download and notes</a>. Notable are the fog article and the 82-page article on shadow volumes.
</td></tr>
<tr><td><a href="http://www.amazon.com/Cg-Tutorial-Definitive-Programmable-Real-Time/dp/0321194969?tag=realtimerenderin"><img align="left" alt="cover" border="0" src="http://www.realtimerendering.com/AmazonImages/51K2X94P56L._SL55_.jpg" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="8" />
<a href="http://developer.nvidia.com/object/cg_tutorial_home.html"><img align="left" alt="read for free" border="0" src="http://www.realtimerendering.com/read_for_free_sm.png" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="12" />
<b><a href="http://www.amazon.com/Cg-Tutorial-Definitive-Programmable-Real-Time/dp/0321194969?tag=realtimerenderin">The Cg Tutorial</a></b>, by Randy Fernando and Mark J. Kilgard, March 2003, <a href="http://developer.nvidia.com/object/cg_tutorial_home.html"><b><i>read for free</i></b></a>.
</td></tr>
<tr><td><a href="http://www.amazon.com/Direct3D-ShaderX-Vertex-Shader-Tricks/dp/1556220413?tag=realtimerenderin"><img align="left" alt="cover" border="0" src="http://www.realtimerendering.com/AmazonImages/51G43ZGSJ8L._SL55_.jpg" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="6" />
<a href="http://tog.acm.org/resources/shaderx/Direct3D.ShaderX.Vertex.and.Pixel.Shader.Tips.and.Tricks_Wolfgang.F.Engel_Wordware.Pub_2002.pdf"><img align="left" alt="download for free" border="0" src="http://www.realtimerendering.com/download_for_free_sm.png" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="12" />
<b><a href="http://www.amazon.com/Direct3D-ShaderX-Vertex-Shader-Tricks/dp/1556220413?tag=realtimerenderin">Direct3D ShaderX: Vertex and Pixel Shader Tips and Tricks</a></b>, edited by Wolfgang Engel, June 2002, <a href="http://tog.acm.org/resources/shaderx/Direct3D.ShaderX.Vertex.and.Pixel.Shader.Tips.and.Tricks_Wolfgang.F.Engel_Wordware.Pub_2002.pdf"><b><i>download for free</i></b></a>, also <a href="http://tog.acm.org/resources/shaderx/">free code download and notes</a>.
</td></tr>
<tr><td><a href="http://www.amazon.com/Michael-Abrashs-Graphics-Programming-Special/dp/1576101746?tag=realtimerenderin">
<img align="left" alt="cover" border="0" src="http://www.realtimerendering.com/AmazonImages/51E2EDBTB9L._SL55_.jpg" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="6" />
<a href="http://www.gamedev.net/reference/articles/article1698.asp"><img align="left" alt="read for free" border="0" src="http://www.realtimerendering.com/read_for_free_sm.png" /></a>
<img align="left" alt="" border="0" height="55" src="http://www.realtimerendering.com/spacer.gif" width="12" />
<b><a href="http://www.amazon.com/Michael-Abrashs-Graphics-Programming-Special/dp/1576101746?tag=realtimerenderin">Michael Abrash's Graphics Programming Black Book</a></b>, by Michael Abrash, July 1997, <a href="http://www.gamedev.net/reference/articles/article1698.asp"><b><i>read for free</i></b></a>. Ancient, yes, but there are still articles of</td></tr>
</tbody></table>
</div>
Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-42725201847465452782012-09-06T23:22:00.000-07:002012-10-13T21:37:12.268-07:00Distributed Systems PDF SLIDES<img 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" alt="" width="152" height="206" />Distributed Systems<br/><br/><strong>Instructor:</strong> Tom Anderson<br/><strong>Textbook:</strong> Reliable Distributed System by Kenneth Birman<br/><span style="text-decoration: underline;"><strong>Download Slides from here</strong></span><br/><h3>Ā·Ā Ā Ā Ā Ā Ā Ā Ā Motivating Examples</h3><br/><ul><br/></ul><ul><br/> <li>Eric Brewer, Lessons from Giant Scale Services, IEEE Internet Computing, 2001. <a href="http://www.cs.berkeley.edu/%7Ebrewer/Giant.pdf">(pdf)</a></li><br/></ul><br/><br/><h3>Ā·Ā Ā Ā Ā Ā Ā Ā Ā Distributed Synchronization</h3><br/><ul><br/></ul><ul><br/> <li>Leslie Lamport. Time, Clocks, and the Ordering of Events in a Distributed System. Communications of the ACM, Vol. 21, No. 7 (July 1978), pp. 558-565. <a href="http://research.microsoft.com/users/lamport/pubs/time-clocks.pdf">(pdf)</a></li><br/></ul><br/><br/><h3>Ā·Ā Ā Ā Ā Ā Ā Ā Ā Process Groups / Causal Ordering</h3><br/><ul><br/></ul><ul><br/> <li><a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/pmp.3.ppt">Slides</a> for this week (CSENetId-protected)</li><br/></ul><br/><br/><h3>Ā·Ā Ā Ā Ā Ā Ā Ā Ā Distributed Agreement</h3><br/><ul><br/></ul><ul><br/> <li><a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/pmp.4.pdf">Slides</a> for this week (CSENetId-protected)</li><br/> <li>Leslie Lamport, Part Time Parliament, ACM TOCS vol. 16, no. 2, 133-169. <a href="http://research.microsoft.com/users/lamport/pubs/lamport-paxos.pdf">(pdf)</a></li><br/> <li>Leslie Lamport, Paxos Made Simple, ACM SIGACT News, 2001. <a href="http://research.microsoft.com/users/lamport/pubs/paxos-simple.pdf">(pdf)</a></li><br/></ul><br/><br/><h3>Ā·Ā Ā Ā Ā Ā Ā Ā Ā Programming Models: RPC, SOAP, web services, Grid, AJAX</h3><br/><ul><br/></ul><ul><br/> <li>Slides: <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/arun.week4.pdf">Atomic Commit (pdf)</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/dave_geni_ws.pdf">GENI (pdf)</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/consistency.ppt">Consistency (ppt)</a></li><br/> <li>J. Ousterhout. The Role of Distributed State. CMU Computer Science: A 25th Anniversary Birman, Chapter 4 (preferred)<br/>or<br/>Andrew D. Birrell and Bruce Jay Nelson. Implementing Remote Procedure Calls. ACM Trans. on Computer Systems 2(1), February 1984, pp. 39-59. <a href="http://www.cs.washington.edu/education/courses/csep551/06wi/Papers/softcopy/p39-birrell.pdf">(pdf)</a></li><br/></ul><br/><br/><h3>Ā·Ā Ā Ā Ā Ā Ā Ā Ā Fault Tolerance</h3><br/><ul><br/></ul><ul><br/> <li>Slides:</li><br/></ul><ul><br/> <li>Paxos (slide 24+) <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/pmp.6.paxos.pdf">(pdf)</a></li><br/> <li>Paxos Wrapup (slides 1-8) <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/pmp.6.paxos.wrapup.pdf">(pdf)</a></li><br/> <li>State Machine Replication <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/arun.week5.pdf">(pdf)</a></li><br/> <li>More State Machine Replication <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/arun.week6.pdf">(pdf)</a></li><br/> <li>Byzantine Fault Tolerance (slides 135-167) <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/pmp.6.consensus.pdf">(pdf)</a></li><br/> <li>Paxos Byzantine Fault Tolerance <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/pmp.6.pbft.pdf">(pdf)</a></li><br/></ul><br/> <li>Lamport, Shostak and Pease. The Byzantine Generals Problem. ACM TOPLAS, July 1982. <a href="http://research.microsoft.com/users/lamport/pubs/byz.pdf">(pdf)</a></li><br/> <li><em>OPTIONAL</em>: Lowell, Chandra, Chen. Exploring Failure Transparency and the Limits of Generic Recovery, OSDI 2000. <a href="https://www.usenix.org/events/osdi2000/full_papers/lowell/lowell.pdf">(pdf)</a></li><br/> <li><em>OPTIONAL</em>: Birman, Chapter 24</li><br/><br/><br/><h3>Ā·Ā Ā Ā Ā Ā Ā Ā Ā Weakly Consistent Distributed Systems</h3><br/><ul><br/></ul><ul><br/> <li>Guest Lecturer: Arvind Krishnamurthy (<a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/pmp.7.ppt">his slides</a>)</li><br/> <li>System. SOSP 1995. <a href="http://www.cs.berkeley.edu/%7Ebrewer/cs262b/update-conflicts.pdf">(pdf)</a></li><br/></ul><br/><br/><h3>Ā·Ā Ā Ā Ā Ā Ā Ā Ā Scalability and Peer to Peer</h3><br/><ul><br/></ul><ul><br/> <li>Kleinberg, Navigation in a Small World, Nature, 2000. <a href="http://www.cs.cornell.edu/home/kleinber/nat00.pdf">(pdf)</a></li><br/> <li><em>OPTIONAL:</em> T. Anderson, M. Dahlin, J. Neefe, D. Patterson, D. Roselli, and R. Wang. Serverless Network File Systems. ACM TOCS 1996. <a href="http://lazowska.cs.washington.edu/xfs.pdf">(pdf)</a></li><br/></ul><br/><br/><h3>Ā·Ā Ā Ā Ā Ā Ā Ā Ā Security and Robustness</h3><br/><ul><br/></ul><ul><br/> <li>Slides for this week: <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/pmp.9.ppt">(ppt)</a></li><br/> <li>Lampson, Computer Security in the Real World, 2001. <a href="http://research.microsoft.com/Lampson/64-SecurityInRealWorld/Acrobat.pdf">(pdf)</a> <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/Lampson.slides.ppt">(ppt)</a></li><br/> <li>Anderson et al., Design Considerations for Robust Internet Protocols, HotNets 2002. <a href="http://www.cs.washington.edu/homes/tom/pubs/guidelines.pdf">(pdf) </a></li><br/></ul><br/><br/><h3>Ā·Ā Ā Ā Ā Ā Ā Ā Ā Putting it all Together</h3><br/><ul><br/></ul><ul><br/> <li>Slides for this week:</li><br/></ul><ul><br/> <li>FarSite <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/farsite.ppt">(ppt)</a></li><br/> <li>Google File System <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/googlefs.pdf">(pdf)</a></li><br/> <li>Pastry <a href="http://www.cs.washington.edu/education/courses/csep590a/06sp/slides/pastry.ppt">(ppt)</a></li><br/></ul><br/> <li>Rowstron and Druschel, Storage Management and Caching in PAST, A Large Scale Peer-to-Peer Storage Utility, SOSP 2001. <a href="http://research.microsoft.com/%7Eantr/PAST/past-sosp.pdf">(pdf)</a></li><br/> <li>Adya et al., FARSITE: Federated, Available Reliable Storage for an Incompletely Trusted Environment, OSDI 2002. <a href="http://research.microsoft.com/%7Eadya/pubs/osdi2002.pdf">(pdf)</a></li><br/> <li>Ghemawat et al., The Google File System, SOSP 2003. <a href="http://labs.google.com/papers/gfs-sosp2003.pdf">(pdf)</a></li>Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-82140240677693309852012-09-06T23:04:00.000-07:002013-05-29T12:39:31.286-07:00Introduction to Data Compression 3rd Edition Morgan Kaufmann PDF LECTURE SLIDES<div dir="ltr" style="text-align: left;" trbidi="on">
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" width="156" />Data Compression<br />
<br />
<b>Instructor</b>: Rechard E.Lander<br />
Textbook: Khalid Sayood, Introduction to Data Compression, Third Edition, Morgan Kaufmann Publishers,<br />
<span style="text-decoration: underline;"><b>Download Slides from here</b></span><br />
<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture01small.pdf">Lecture 1 handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture01large.pdf"> Lecture 1 full slides</a>: Course Policies, Introduction to Data compression, Entropy, Variable Length Codes<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture02small.pdf">Lecture 2 handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture02large.pdf"> Lecture 2 full slides</a>: Adaptive Huffman Coding<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture03small.pdf">Lecture 3 handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture03large.pdf"> Lecture 3 full slides</a>: Arithmetic Coding<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture04small.pdf">Lecture 4 handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture04large.pdf"> Lecture 4 full slides</a>: Dictionary Coding, LZW, LZ77<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture05small.pdf">Lecture 5 handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture05large.pdf"> Lecture 5 full slides</a>: Sequitur<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture06small.pdf">Lecture 6 handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture06large.pdf"> Lecture 6 full slides</a>: Predictive Coding, Burrows-Wheeler Transform<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture07small.pdf">Lecture 7 handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture07large.pdf"> Lecture 7 full slides</a>: Lossy Image Compression, Transform Coding, JPEG<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture08small.pdf">Lecture 8 handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture08large.pdf">Lecture 8 full slides</a>: Scalar Quantization, Vector Quantization<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture09small.pdf">Lecture 9 handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture09large.pdf">Lecture 9 full slides</a>: Wavelet Transform Coding Priority-Based Arithmetic Coding for Wavelets (PACW)<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture10small.pdf">Lecture 10 handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture10large.pdf">Lecture 10 full slides</a>: Context Based Arithmetic Coding for the DCT (CBACD)<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture11small.pdf">Lecture 11 handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture11large.pdf">Lecture 11 full slides</a>: SPIHT and GTW<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture12small.pdf">Lecture 12 handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture12large.pdf">Lecture 12 full slides</a>: EBCOT and JPEG 2000<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture13small.pdf">Lecture 13 handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/lecture13large.pdf">Lecture 13 full slides</a>: Video Compression<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/msr06small.pdf">handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/msr06large.pdf">full slides</a>: MobileASL<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/garysullivansmall.pdf">handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/garysullivan.pdf">full slides</a>: The H.264/AVC Video Coding Standard by Gary Sullivan<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/rahulsmall.pdf">handouts</a>, <a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/rahullarge.pdf">full slides</a>: Motion Estimation and Intra Frame Prediction in H.264/AVC Encoder by Rahul Vanam<br />
<a href="http://www.cs.washington.edu/education/courses/csep590a/07au/lectures/rico.pdf">handouts</a>: Perceptual Audio Coding by Henrique Malvar</div>
Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-24726086784179886862012-09-06T22:55:00.000-07:002013-05-29T12:40:10.091-07:00Computer Security PDF SLIDES<div dir="ltr" style="text-align: left;" trbidi="on">
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" style="cursor: move;" width="176" /></a>Computer Security<br />
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<b>Instructor:</b> Tadayoshi Kohno<br />
<b>Textbook</b>: Foundations of Security, Daswani, Kern, and Kesavan<br />
<span style="text-decoration: underline;"><b>Download Slides from here</b></span><br />
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Topic: Value Sensitive Design and Security<br />
<br />
Slides: <a href="http://www.cs.washington.edu/education/courses/csep590c/10sp/lectures/vsd-security.pdf">here</a><br />
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Topic: Networks, Hardware<br />
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Slides: <a href="http://www.cs.washington.edu/education/courses/csep590c/10sp/lectures/P590-Lecture09-2010.pdf">here</a><br />
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Topic: Anonymity, web security<br />
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Slides: <a href="http://www.cs.washington.edu/education/courses/csep590c/10sp/lectures/P590-Lecture07-2010.pdf">here</a>.<br />
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Topic: Asymmetric crypto; more about users<br />
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Slides: <a href="http://www.cs.washington.edu/education/courses/csep590c/10sp/lectures/P590-Lecture06-2010.pdf">here</a>.<br />
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Topic: User authentication; (possibly) asymmetric crypto<br />
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Slides: <a href="http://www.cs.washington.edu/education/courses/csep590c/10sp/lectures/P590-Lecture05-2010.pdf">here</a>.<br />
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Topic: User authentication; relationship between computer security and physical security.<br />
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Slides: <a href="http://www.cs.washington.edu/education/courses/csep590c/10sp/lectures/P590-Lecture04-2010.pdf">here</a>.<br />
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Topic: Cryptography (Continued).<br />
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Slides: <a href="http://www.cs.washington.edu/education/courses/csep590c/10sp/lectures/P590-Lecture03-2010.pdf">here</a>.<br />
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Topic: Software Security ; Cryptography.<br />
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Slides: <a href="http://www.cs.washington.edu/education/courses/csep590c/10sp/lectures/P590-Lecture02-2010.pdf">here</a>.<br />
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Topic: Introduction; Software Security.<br />
<br />
Slides: <a href="http://www.cs.washington.edu/education/courses/csep590c/10sp/lectures/P590-Lecture01-2010.pdf">here</a>.</div>
Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-37137010623432366952012-09-06T21:57:00.000-07:002012-10-21T05:38:31.758-07:00Computer Vision PPT AND PDF LECTURE SLIDES<div dir="ltr" style="text-align: left;" trbidi="on">
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" 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Computer Vision<br />
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<b>Instructor</b>: Linda Shapiro<br />
Textbook: Computer Vision,Shapiro and Stockman<br />
<span style="text-decoration: underline;"><b>Download Slides from here</b></span><br />
<br /><table border="1" cellpadding="0"><tbody>
<tr><td><b>Lecture Notes in PPT </b></td><td><b>Lecture Notes in PDF </b></td><td><b>Readings</b></td></tr>
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<tr><td></td><td></td><td></td></tr>
<tr><td><a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/Intro_white.ppt">Intro</a>; <a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/Basics1_white.ppt">Basics 1</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Basics2_white.ppt">Basics 2</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Basics3_white.ppt">Basics 3</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Color_white.ppt">Color</a></td><td><a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/Intro_white.pdf">Intro</a>; <a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/Basics1_white.pdf">Basics 1</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Basics2_white.pdf">Basics 2</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Basics3_white.pdf">Basics 3</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Color_white.pdf">Color</a></td><td><a href="http://www.cs.washington.edu/education/courses/576/book/ch1.pdf">S&S Ch. 1</a> <a href="http://www.cs.washington.edu/education/courses/576/book/ch3.pdf">S&S Ch. 3</a> <a href="http://www.cs.washington.edu/education/courses/576/book/ch5.pdf">S&S Ch. 5</a> (This is overkill!) ; <a href="http://www.cs.washington.edu/education/courses/576/book/ch6.pdf">S&S Ch. 6</a>; <a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/laplacian.pdf">Laplacian filter derivation</a></td></tr>
<tr><td><a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/Texture_white.ppt">Texture</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Segmentation_white.ppt">Region Segmentation</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/LinesandArcs_white.ppt">Lines and Arcs </a></td><td><a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/Texture_white.pdf">Texture</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Segmentation_white.pdf">Region Segmentation</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/LinesandArcs_white.pdf">Lines and Arcs </a></td><td><a href="http://www.cs.washington.edu/education/courses/576/book/ch7.pdf">S&S Ch. 7</a>; <a href="http://www.cs.washington.edu/education/courses/576/book/ch10.pdf">S&S Ch. 10</a>; <a href="http://www.cs.washington.edu/education/courses/576/06sp/papers/carson.pdf">Carson Blobworld paper</a>; <a href="http://www.cs.washington.edu/education/courses/576/06sp/papers/meanshift.pdf">mean shift paper</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/ncut.pdf">Shi paper; </a><a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/terms1.html">Terms to look up </a></td></tr>
<tr><td><a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/Harris_white.ppt">Harris Detector</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Kadir_white.ppt">Kadir Detector</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Fergus_white.ppt">Fergus Slides</a></td><td><a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/Harris_white.pdf">Harris Detector</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Kadir_white.pdf">Kadir Detector</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Fergus_white.pdf">Fergus Slides</a></td><td><a href="http://www.cs.washington.edu/education/courses/576/06sp/papers/harris.pdf">Harris paper</a>; <a href="http://www.cs.washington.edu/education/courses/576/06sp/papers/fergus.pdf">Fergus paper</a>; <a href="http://www.cs.washington.edu/education/courses/577/05sp/papers/kadir.pdf">Kadir paper </a></td></tr>
<tr><td><a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/SIFT_white.ppt">SIFT slides</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/MSER_white.ppt">MSER Slides </a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Sivic_white.ppt">Sivic Slides</a></td><td><a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/SIFT_white.pdf">SIFT slides</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/MSER_white.pdf">MSER Slides</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Sivic_white.pdf">Sivic Slides</a></td><td><a href="http://www.cs.washington.edu/education/courses/576/06sp/papers/SIFT.pdf">Lowe paper</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/matas.pdf">MSER paper</a>; <a href="http://www.cs.washington.edu/education/courses/576/06sp/papers/sivic.pdf">Sivic paper</a>; <a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/Project2PMP.pdf">Project 2 Handout</a></td></tr>
<tr><td><a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/CBIR_white.ppt">CBIR Slides</a>; <a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/PhotoTourismCSEP576.ppt">Phototourism</a></td><td><a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/CBIR_white.pdf">CBIR Slides</a></td><td><a href="http://www.cs.washington.edu/education/courses/576/book/ch8.pdf">S&S Ch. 8</a>; <a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/snavely_ijcv07.pdf">PhotoTourism paper </a></td></tr>
<tr><td><a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/EMclassifier_white.ppt">Object Class Recognition for CBIR</a>; <a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/Insects.ppt">Insect Recognition</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Objects_2D_white.ppt">2D Object Recognition</a></td><td><a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/EMclassifier_white.pdf">Object Class Recognition for CBIR</a>; <a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/Insects.ppt">Insect Recognition</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/Objects_2D_white.pdf">2D Object Recognition</a></td><td><a href="http://www.cs.washington.edu/education/courses/576/06sp/papers/yisemvariant.pdf">EM Classifier paper</a>; <a href="http://www.cs.washington.edu/education/courses/576/06sp/papers/iccvauthored.pdf">Generative/Discriminative paper</a>; <a href="http://www.cs.washington.edu/education/courses/576/book/ch11.pdf">S&S Ch. 11</a></td></tr>
<tr><td>Continue Object Recognition</td><td>Continue Object Recognition</td><td><a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/Project3.pdf">Project 3</a></td></tr>
<tr><td>Ian Simon's Talk; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/MotionLK_white.ppt">Motion</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/MotionLayers.ppt">Motion Layers</a></td><td>Ian Simon's Talk; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/MotionLK_white.pdf">Motion </a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/MotionLayers.pdf">Motion Layers </a></td><td><a href="http://www.cs.washington.edu/education/courses/576/06sp/papers/mingpami.pdf">Ming Ye's paper </a>; <a href="http://www.cs.washington.edu/education/courses/576/06sp/papers/bergen_eccv92.pdf">Bergen paper </a>; <a href="http://www.cs.washington.edu/education/courses/576/06sp/papers/wangadelson.pdf">Wang and Adelson paper </a></td></tr>
<tr><td><a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/3DSensing_white.ppt">3D Sensing </a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/RIO_white.ppt">2D-3D Alignment: RIO</a></td><td><a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/3DSensing_white.pdf">3D Sensing</a>; <a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/RIO_white.pdf">2D-3D Alignment: RIO</a></td><td><a href="http://www.cs.washington.edu/education/courses/576/book/ch12.pdf">S&S Ch. 12</a>; <a href="http://www.cs.washington.edu/education/courses/576/book/ch13.pdf">S&S Ch. 13</a>; <a href="http://www.cs.washington.edu/homes/shapiro/mj.pdf">RIO paper</a></td></tr>
<tr><td><a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/3DShape.ppt">3D Shape Class Recognition</a>; <a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/jill-slides.ppt">Skull Shape Descriptors </a></td><td><a href="http://www.cs.washington.edu/education/courses/576/07sp/notes/3DShape.pdf">3D Shape Class Recognition</a>; <a href="http://www.cs.washington.edu/education/courses/csep576/08wi/notes/jill-slides.pdf">Skull Shape Descriptors </a></td><td><a href="http://www.cs.washington.edu/homes/shapiro/saljournal.pdf">Ruiz-Correa paper </a></td></tr>
</tbody></table>
</div>
Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-50456574437972206792012-09-06T21:47:00.000-07:002012-10-21T05:49:23.757-07:00Introduction to Artificial Intelligence PDF SLIDES<div dir="ltr" style="text-align: left;" trbidi="on">
Introduction to Artificial Intelligence<br />
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" 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<b>Instructor:</b> Henry Kautz<br />
<b>Textbook:</b> Artificial Intelligence: A Modern Approach (3rd Edition), Stuart Russell & Peter Norvig<br />
<span style="text-decoration: underline;"><b>Download Slides from here</b></span><br />
<table border="1" cellpadding="0" style="width: 527px;"><tbody>
<tr><td width="167"><b>Topic</b></td><td width="354"><b>Slides</b></td></tr>
<tr><td width="167">search & planning</td><td width="354"><a href="http://www.cs.washington.edu/education/courses/csep573/04au/lectures/search.ppt">search.ppt</a><br />
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<a href="http://www.cs.washington.edu/homes/kautz/Mazes/search_algorithm_demo.htm">graph-search demo</a></td></tr>
<tr><td width="167">game playing</td><td width="354"><a href="http://www.cs.washington.edu/education/courses/csep573/04au/lectures/games_and_pp.ppt">games_and_pp.ppt</a></td></tr>
<tr><td width="167">from propositional logic to Prolog</td><td width="354"><a href="http://www.cs.washington.edu/education/courses/csep573/04au/lectures/logic-to-prolog.ppt">logic-to-prolog.ppt</a><br />
<br />
Online Prolog tutuorial: <a href="http://www.amzi.com/AdventureInProlog/">http://www.amzi.com/<br />AdventureInProlog/</a></td></tr>
<tr><td width="167">natural language processing</td><td width="354"><a href="http://www.cs.washington.edu/education/courses/csep573/04au/lectures/nlp-all.pdf">nlp-all.pdf</a></td></tr>
<tr><td width="167">introduction to probabilistic reasoning</td><td width="354">(see slides below)</td></tr>
<tr><td width="167">algorithms for probabilistic reasoning</td><td width="354">revised & updated set of slides on probablistic reasoning:<br />
<a href="http://www.cs.washington.edu/education/courses/csep573/04au/lectures/revised-rn-bayes-all.pdf">revised-rn-bayes-all.pdf</a></td></tr>
<tr><td width="167">robotics & probabilistic reasoning over time</td><td width="354"><a href="http://www.cs.washington.edu/education/courses/csep573/04au/lectures/Intro.ppt">Probabilistic Reasoning Over Time</a>- includes description of particle filtering algorithm<br />
<br />
<a href="http://www.cs.washington.edu/education/courses/csep573/04au/lectures/rn-ch15-abbrev.pdf">rn-ch15-abbrev.pdf</a>- slides for R&N Chapter 15</td></tr>
<tr><td width="167">rule learning</td><td width="354"><a href="http://www.cs.washington.edu/education/courses/csep573/04au/lectures/decision-trees-2004.ppt">Decision Trees</a><br />
<br /></td></tr>
<tr><td width="167">neural networks & Bayesian learning</td><td width="354"><a href="http://www.cs.washington.edu/education/courses/csep573/04au/lectures/neural-nets-2004.ppt">Neural Nets</a><br />
<br />
<a href="http://www.cs.washington.edu/education/courses/csep573/04au/lectures/bayesian-learning-2004.ppt">Bayesian Learning</a></td></tr>
<tr><td width="167">local search genetic algorithms</td><td width="354"><a href="http://www.cs.washington.edu/education/courses/csep573/04au/lectures/p573-LocalSearch.ppt">local search</a></td></tr>
<tr><td width="167">take home final exam due, either by email to <a href="mailto:kautz@cs.washington.edu"><br />kautz@cs.washington.edu</a> or by hardcopy delivered to the CSE front desk.</td><td width="354"></td></tr>
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Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-10748657474949717512012-09-06T21:41:00.000-07:002012-10-13T21:37:12.241-07:00Application of Artificial Intelligence PDF SLIDES<img 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" alt="" width="260" height="260" />Application of Artificial Intelligence<br/><br/><strong>Instructor</strong>: Rajesh Rao<br/><strong>Textbook:</strong> Stuart Russell & Peter Norvig, Artificial Intelligence A Modern Approach, Third edition<br/><span style="text-decoration: underline;"><strong>Download Slides from here</strong></span><br/><table border="1" cellspacing="0" cellpadding="0"><br/><tbody><br/><tr><br/><td valign="top"><br/><p align="center"><strong>Topics & Lecture Notes</strong><strong></strong></p><br/></td><br/><td valign="top"><br/><p align="center"><strong>Readings</strong><strong></strong></p><br/></td><br/></tr><br/><tr><br/><td valign="top">Introduction<br/><a href="http://www.cs.washington.edu/education/courses/csep573/10wi/1-intro.pdf">2 slides/page</a> <a href="http://www.cs.washington.edu/education/courses/csep573/10wi/1-intro-1up.pdf">1 slide/page</a></td><br/><td valign="top">Russell & Norvig, Chapters 1-2</td><br/></tr><br/><tr><br/><td valign="top">Problem Solving using Search<br/><a href="http://www.cs.washington.edu/education/courses/csep573/10wi/2-search.pdf">2 slides/page</a> <a href="http://www.cs.washington.edu/education/courses/csep573/10wi/2-search-1up.pdf">1 slide/page</a></td><br/><td valign="top">Russell & Norvig, Chapters 3-5 (3,4,6 in 2nd ed)</td><br/></tr><br/><tr><br/><td valign="top">Adversarial Search, Logic and Reasoning<br/><a href="http://www.cs.washington.edu/education/courses/csep573/10wi/03-logic-2up.pdf">2 slides/page</a> <a href="http://www.cs.washington.edu/education/courses/csep573/10wi/03-logic.pdf">1 slide/page</a></td><br/><td valign="top">Russell & Norvig, Chapters 8-9</td><br/></tr><br/><tr><br/><td valign="top">Logic, Uncertainty and Probabilistic Reasoning<br/><a href="http://www.cs.washington.edu/education/courses/csep573/10wi/04-FOL-uncertainty-2up.pdf">2 slides/page</a> <a href="http://www.cs.washington.edu/education/courses/csep573/10wi/04-FOL-uncertainty.pdf">1 slide/page</a></td><br/><td valign="top">Russell & Norvig, Chapters 13-14</td><br/></tr><br/><tr><br/><td valign="top"><a href="http://www.cs.washington.edu/education/courses/csep573/10wi/dieterFoxLecture.pdf">Invited lecture</a>: Dieter Fox (Director, Intel Seattle Lab)<br/>Probabilistic Reasoning and Applications</td><br/><td valign="top">Russell & Norvig, Chapters 14-15</td><br/></tr><br/><tr><br/><td valign="top">Supervised Learning: Classification and Regression<br/><a href="http://www.cs.washington.edu/education/courses/csep573/10wi/05-sup-learning-2up.pdf">2 slides/page</a> <a href="http://www.cs.washington.edu/education/courses/csep573/10wi/05-sup-learning.pdf">1 slide/page</a></td><br/><td valign="top">Russell & Norvig, Chapter 18</td><br/></tr><br/><tr><br/><td valign="top">Unsupervised Learning, Applications in Vision<br/><a href="http://www.cs.washington.edu/education/courses/csep573/10wi/06-unsup-learning-2up.pdf">2 slides/page</a> <a href="http://www.cs.washington.edu/education/courses/csep573/10wi/06-unsup-learning.pdf">1 slide/page</a><br/><a href="http://www.cs.washington.edu/education/courses/csep573/10wi/eigenposes.pdf">Applications in Robotics </a></td><br/><td valign="top">Russell & Norvig, Chapters 20, 24, 25</td><br/></tr><br/><tr><br/><td valign="top"><br/>Machine learning applications in industry</td><br/><td valign="top">Talk Highlights and Useful Links:<br/><a href="http://techcrunch.com/2008/11/19/snaptell-instant-product-lookup-from-the-iphone-you-want-this">SnapTell Mobile Visual Search</a><br/><a href="http://en.wikipedia.org/wiki/AdSense">AdSense</a><br/><a href="http://bits.blogs.nytimes.com/2009/09/21/netflix-awards-1-million-prize-and-starts-a-new-contest/">NetFlicks Competition</a><br/><a href="http://www.cs.princeton.edu/%7Echazelle/pubs/fasterdim-ac10.pdf">Random Projections</a><br/><a href="http://en.wikipedia.org/wiki/Random_forest">Random Forests</a><br/><a href="http://crm114.sourceforge.net/">CRM114 Email/Data Filtering Software</a></td><br/></tr><br/><tr><br/><td valign="top">Overview: AI - Past, Present, and Future.<br/><a href="http://www.cs.washington.edu/education/courses/csep573/10wi/final-lecture-2up.pdf">2 slides/page</a> <a href="http://www.cs.washington.edu/education/courses/csep573/10wi/final-lecture.pdf">1 slide/page</a></td><br/><td valign="top">Russell & Norvig, Chapters 22, 26, 27</td><br/></tr><br/></tbody><br/></table>Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-37466708814528745322012-09-06T21:32:00.000-07:002012-10-13T21:38:29.749-07:00Applications of Artificial Intelligence PDF LECTURE SLIDES<img 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" alt="" width="197" height="246" />Applications of Artificial Intelligence<br/><br/><strong>Instructor:</strong> Mausam<br/><strong>Textbook:</strong> Stuart Russell & Peter Norvig, Artificial Intelligence: A Modern Approach, Third edition<br/><span style="text-decoration: underline;"><strong>Download Slides from here</strong></span><br/><table border="1" cellspacing="0" cellpadding="0"><br/><tbody><br/><tr><br/><td valign="top"><br/><p align="center">sl</p><br/></td><br/><td valign="top"><br/><p align="center"><strong>Topics & Lecture Notes</strong><strong></strong></p><br/></td><br/><td valign="top"><br/><p align="center"><strong>Readings</strong><strong></strong></p><br/></td><br/><td valign="top"><br/><p align="center"><strong>Resources and Advanced Readings</strong><strong></strong></p><br/></td><br/></tr><br/><tr><br/><td valign="top"><strong>1</strong></td><br/><td valign="top"><a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/01-intro.pdf">Introduction</a>, <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/02-search.pdf">Uninformed Search</a>, <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/03-hsearch.pdf">Informed Search</a>.</td><br/><td valign="top">AIMA Chapters 1,3<br/>(Extra reading: Ch. 2,<br/><a href="http://en.wikipedia.org/wiki/Beam_search">Beam Search</a>)</td><br/><td valign="top"><a href="http://www.youtube.com/thesuboptimalguy#p/c/FA3C7F0FA2C6027D/2/ck-hVPDdBTk">Video</a><br/><a href="http://www.cs.cmu.edu/%7Emaxim/files/ara_nips03.pdf">Anytime A*</a><br/><a href="http://idm-lab.org/bib/abstracts/papers/aaai02b.pdf">Dynamic A*</a></td><br/></tr><br/><tr><br/><td valign="top"><strong>2</strong></td><br/><td valign="top"><a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/04-lsearch.pdf">Local Search</a>, <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/05-games.pdf">Adversarial Search</a>, <a href="http://www.cs.washington.edu/education/courses/p573/11wi/lectures/protected/06-votingtheory.pptx">Computational Voting Theory</a>.</td><br/><td valign="top">AIMA 4.1-4.2, 5.1-5.4, 5.7-5.9, 6<br/>(Extra reading: 5.5, 5.6)</td><br/><td valign="top"><a href="http://www.nyu.edu/gsas/dept/philo/courses/mindsandmachines/Papers/mcdermott.html">How Intelligent is Deep Blue?</a><br/><a href="http://logic.stanford.edu/classes/cs227/2010/readings/aaai.pdf">General Game Playing</a></td><br/></tr><br/><tr><br/><td valign="top"><strong>3</strong></td><br/><td valign="top"><a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/07-csp.pdf">Constraint Satisfaction</a>, <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/08-logic.pdf">Logic and Satisfiability</a>.</td><br/><td valign="top">AIMA 6, 7, 8.1-8.3<br/>(Extra reading: Ch. 9)</td><br/><td valign="top"><a href="http://videolectures.net/aaai2010_osullivan_cpa/">Constraint Programming</a></td><br/></tr><br/><tr><br/><td valign="top"><strong>4</strong></td><br/><td valign="top"><a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/09-planning.pdf">Classical Planning</a>, <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/10-agents.pdf">Agents</a>, <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/protected/11-decisiontheory.pdf">Decision Theory</a></td><br/><td valign="top">AIMA 10, 2, 16.1-16.3, 16.6</td><br/><td valign="top"><a href="http://www.cs.toronto.edu/%7Esheila/2542/w06/readings/ffplan01.pdf">FF Planner</a> <a href="http://video.google.com/videoplay?docid=8594517128412883394">Self-driving cars</a></td><br/></tr><br/><tr><br/><td valign="top"><strong>5</strong></td><br/><td valign="top"><a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/12-mdp.pdf">Markov Decision Processes</a>, <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/13-uncertainty.pdf">Probability Basics</a>, <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/14-bayesnets.pdf">Bayesian Networks</a></td><br/><td valign="top">AIMA 17.1-17.4, 13, 14.1-14.4</td><br/><td valign="top"><a href="http://videolectures.net/icaps2010_fern_mcpbprp/">Monte Carlo Planning</a></td><br/></tr><br/><tr><br/><td valign="top"><strong>6</strong></td><br/><td valign="top">Bayesian Networks <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/15-bayesnetapprox.pdf">Approximate Inference</a> and <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/16-bayesnetlearning.pdf">Learning</a>, <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/17-nlp.pdf">Intro to NLP</a></td><br/><td valign="top">AIMA 14.5, 20.1-20.3</td><br/><td valign="top"><a href="http://videolectures.net/wsdm08_etzioni_mrws/">Future of Web Search</a>,<br/><a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/protected/WatsonInAIMagReprint.pdf">IBM Watson Deep QA</a></td><br/></tr><br/><tr><br/><td valign="top"><strong>7</strong></td><br/><td valign="top"><em><a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/ashish-satsolvers.pdf">Guest Lecture: Applications of Modern SAT Solvers (Ashish Sabharwal, IBM Research)</a></em><br/><a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/18-hmm.pdf">Hidden Markov Models</a>, <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/19-mlintro.pdf">Intro to Learning</a>,</td><br/><td valign="top">AIMA 15.1-15.3, 18.1-18.2, 22.2<br/>(Extra reading: 15.5, 15.4)</td><br/><td valign="top"> </td><br/></tr><br/><tr><br/><td valign="top"><strong>8</strong></td><br/><td valign="top"><em><a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/protected/sumit-music.pdf">Guest Lecture: Learning to Make Music (Sumit Basu, Microsoft Research)</a></em><br/><a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/20-textcat.pdf">Text Categorization using Naive Bayes</a></td><br/><td valign="top">AIMA 18.3,18.6-18.8</td><br/><td valign="top"> </td><br/></tr><br/><tr><br/><td valign="top"><strong>9</strong></td><br/><td valign="top"><a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/21-dtree.pdf">Decision Trees</a>, <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/22-nns.pdf">Neural Networks, Nearest Neighbor</a></td><br/><td valign="top">AIMA 18.10-18.11</td><br/><td valign="top"> </td><br/></tr><br/><tr><br/><td valign="top"><strong>10</strong></td><br/><td valign="top"><a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/23-ensembles.pdf">Ensemble Learning, Unsupervised Learning, Semi-supervised Learning</a>, <a href="http://www.cs.washington.edu/education/courses/csep573/11wi/lectures/24-wrapup.pdf">Wrap-up</a>.</td><br/><td valign="top"></td><br/><td valign="top"><a href="http://susansayler.wordpress.com/2011/02/01/i-algorithm-a-new-dawn-for-artificial-intelligence/">Dawn of AI</a></td><br/></tr><br/></tbody><br/></table><br/> Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-84923647324118679642012-09-05T07:42:00.000-07:002012-10-29T09:15:50.889-07:00Design and Implementation of Digital Systems PDF LECTURE SLIDES<div dir="ltr" style="text-align: left;" trbidi="on">
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<a href="http://www.blogger.com/blogger.g?blogID=2850964127471848669" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img alt="" border="0" height="198" src="data:image/jpeg;base64,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" style="cursor: move;" width="160" /></a></div>
<br />
Design and Implementation of Digital Systems<br />
<br />
<b>Instructor:</b> Bruce Hemingway<br />
<b>Textbook:</b> Design and Implementation of Digital Systems<br />
<span style="text-decoration: underline;"><b>Download Slides from here</b></span><br />
<br />
<table border="1" cellpadding="0" style="width: 423px;"><tbody>
<tr><td width="98%"><br />
<div align="center">
<b>Lecture</b><b></b></div>
<br /></td></tr>
<tr><td width="98%"><a href="http://www.cs.washington.edu/education/courses/csep567/05au/pdfs/Lectures/01-microcontrollers.pdf">Introduction to Embedded Systems</a></td></tr>
<tr><td width="98%"><b><a href="http://www.cs.washington.edu/education/courses/csep567/05au/pdfs/Lectures/02-fundamentals.pdf">AVR I/O</a></b></td></tr>
<tr><td width="98%"><b><a href="http://www.cs.washington.edu/education/courses/csep567/05au/pdfs/Lectures/03-interrupts.pdf">Interrupts & Timers</a> </b></td></tr>
<tr><td width="98%"><b><a href="http://www.cs.washington.edu/education/courses/csep567/05au/pdfs/Lectures/03a-Debouncing.pdf">Debouncing; ADC</a> </b></td></tr>
<tr><td width="98%"><b><a href="http://www.cs.washington.edu/education/courses/csep567/05au/pdfs/Lectures/04-pwm-color.pdf">Reentrancy-Pulse Width Modulation</a></b></td></tr>
<tr><td width="98%"><b><a href="http://www.cs.washington.edu/education/courses/csep567/05au/pdfs/Lectures/05-color-accel.pdf">Color Spaces-Accelerometer </a></b></td></tr>
<tr><td width="98%"><b><a href="http://www.cs.washington.edu/education/courses/csep567/05au/pdfs/Lectures/06-communication.pdf">Serial Communication</a></b></td></tr>
<tr><td width="98%"><b><a href="http://www.cs.washington.edu/education/courses/csep567/05au/pdfs/Lectures/08-tinyos.pdf">Intro to TinyOS</a></b></td></tr>
<tr><td width="98%"><b><a href="http://www.cs.washington.edu/education/courses/csep567/05au/Labs/Project/project.html">final project</a>; <a href="http://www.cs.washington.edu/education/courses/csep567/05au/pdfs/Lectures/08-tinyos-audio.pdf">TinyOS details; audio </a></b></td></tr>
</tbody></table>
</div>
Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-15086079940119915162012-09-05T07:28:00.000-07:002012-10-13T21:37:12.245-07:00Network System PPT and PDF SLIDES<img src="data:image/jpeg;base64,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" alt="" width="176" height="217" />Computer Network System<br/><br/>Instructor: Tom Andreson<br/>Textbook: Peterson and Davie, Computer Networks A Systems Perspective, 5th Edition<br/><span style="text-decoration: underline;"><strong>Download Slides from here</strong></span><br/><table border="1" cellspacing="0" cellpadding="0"><br/><tbody><br/><tr><br/><td valign="top"><br/><p align="center"><strong>Topic/Slides</strong></p><br/></td><br/><td valign="top"><br/><p align="center"><strong>Reading/Deadlines</strong></p><br/></td><br/></tr><br/><tr><br/><td valign="top">Introduction and Physical Layer<br/>(<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.1.pptx">pptx</a>) (<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.1.pdf">pdf</a>) (<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.1.ink.pdf">ink</a>)</td><br/><td valign="top"><br/><ul><br/> <li>Textbook Ch 1, 2.1-2.4</li><br/> <li>Jamieson and Balakrishnan, ā<a href="http://www.cs.washington.edu/education/courses/csep561/08au/papers/jamieson-sigcomm07.pdf">PPR: Partial Packet Recovery for Wireless Networks</a>,ā SIGCOMM 2007.</li><br/></ul><br/></td><br/></tr><br/><tr><br/><td valign="top">Medium access and Local Area Networks<br/>(<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.2.pptx">pptx</a>) (<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.2.pdf">pdf</a>)</td><br/><td valign="top"><br/><ul><br/> <li>Textbook Ch 2.6, 2.8</li><br/> <li>Bharghavan et al., ā<a href="http://www.cs.washington.edu/education/courses/csep561/08au/papers/bharghavan-sigcomm94.pdf">MACAW: A Media Access Protocol for Wireless LANs</a>,ā SIGCOMM 1994.</li><br/></ul><br/></td><br/></tr><br/><tr><br/><td valign="top">Internetworking 1<br/>(<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.3.pptx">pptx</a>) (<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.3.pdf">pdf</a>) (<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.3.ink.pdf">ink</a>)</td><br/><td valign="top"><br/><ul><br/> <li>Textbook Ch 3.1, 3.2, 4.1, 4.2</li><br/> <li>Huston, ā<a href="http://www.cisco.com/web/about/ac123/ac147/archived_issues/ipj_7-3/anatomy.html">Anatomy: A Look Inside Network Address Translators</a>,ā 2004.</li><br/></ul><br/></td><br/></tr><br/><tr><br/><td valign="top">Internetworking 2<br/>(<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.4.pptx">pptx</a>) (<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.4.pdf">pdf</a>)</td><br/><td valign="top"><br/><ul><br/> <li>Textbook Ch 4.3, 4.5</li><br/> <li>De Couto et al., ā<a href="http://www.cs.washington.edu/education/courses/csep561/08au/papers/decouto-mobicom03.pdf">A High-Throughput Path Metric for Multi-Hop Wireless Routing</a>,ā Mobicom 2003.</li><br/> <li>Balasubramanian et al., ā<a href="http://www.cs.washington.edu/education/courses/csep561/08au/papers/balasubramanian-sigcomm08.pdf">Interactive WiFi connectivity for moving vehicles</a>,ā SIGCOMM 2008.</li><br/></ul><br/></td><br/></tr><br/><tr><br/><td valign="top">Transport 1<br/>(<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.5.pptx">pptx</a>) (<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.5.pdf">pdf</a>) (<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.5.ink.pdf">ink</a>)</td><br/><td valign="top"><br/><ul><br/> <li>Textbook Ch 2.5, 5.1, 5.2, 6.3</li><br/> <li>V. Jacobson, ā<a href="http://www.cs.washington.edu/education/courses/csep561/08au/papers/jacobson-sigcomm88.pdf">Congestion Avoidance and Control</a>,ā SIGCOMM 1988.</li><br/></ul><br/></td><br/></tr><br/><tr><br/><td valign="top">Transport 2 and QoS<br/>(<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.6.pptx">pptx</a>) (<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.6.pdf">pdf</a>) (<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.6.ink.pdf">ink</a>)</td><br/><td valign="top"><br/><ul><br/> <li>Textbook Ch 6.1, 6.2, 5.4</li><br/> <li>Anderson et al., ā<a href="http://www.cs.washington.edu/education/courses/csep561/08au/papers/anderson-nsdi06.pdf">PCP: Efficient Endpoint Congestion Control</a>,ā NSDI 2006.</li><br/></ul><br/></td><br/></tr><br/><tr><br/><td valign="top">Finding machines and content<br/>(<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.7.pptx">pptx</a>) (<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.7.pdf">pdf</a>)</td><br/><td valign="top"><br/><ul><br/> <li>Textbook Ch 9.1, 9.4</li><br/> <li>Chu et al., ā<a href="http://www.cs.washington.edu/education/courses/csep561/08au/papers/chu-jsac02.pdf">A Case for End System Multicast</a>,ā IEEE JSAC 2002.</li><br/></ul><br/></td><br/></tr><br/><tr><br/><td valign="top">Building large-scale services<br/>(<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.8.pptx">pptx</a>) (<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.8.pdf">pdf</a>)</td><br/><td valign="top"><br/><ul><br/> <li>Freedman et al., ā<a href="http://www.cs.washington.edu/education/courses/csep561/08au/papers/freedman-nsdi04.pdf">Democratizing Content Publication with Coral</a>,ā NSDI 2004.</li><br/> <li>Wolman et al., ā<a href="http://www.cs.washington.edu/education/courses/csep561/08au/papers/wolman-sosp99.pdf">On the scale and performance of cooperative Web proxy caching</a>,ā SOSP 1999.</li><br/></ul><br/></td><br/></tr><br/><tr><br/><td valign="top">Network Security<br/>(<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.9.pptx">pptx</a>) (<a href="http://www.cs.washington.edu/education/courses/csep561/08au/slides/p561.9.pdf">pdf</a>)</td><br/><td valign="top"><br/><ul><br/> <li>Textbook Ch 8</li><br/> <li>Borisov et al., ā<a href="http://www.cs.washington.edu/education/courses/csep561/08au/papers/borisov-mobicom01.pdf">Intercepting Mobile Communications: The Insecurity of 802.11</a>,ā MobiCom 2001.</li><br/></ul><br/></td><br/></tr><br/></tbody><br/></table>Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-74653579221276921022012-09-05T07:21:00.000-07:002012-10-13T21:37:12.282-07:00Network System PDF LECTURE SLIDES<img src="data:image/jpeg;base64,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" alt="" width="216" height="194" />Network System<br/><br/>Instructor: David Weatherall<br/>Textbook:Ā Computer Networks byĀ Tanenbaum and Wetherall<br/><span style="text-decoration: underline;"><strong>Download Slides from here</strong></span><br/><table border="1" cellpadding="0"><br/><tbody><br/><tr><br/><td><br/><p align="center"><strong>Topic & Papers</strong></p><br/></td><br/><td><br/><p align="center"><strong>Slides</strong></p><br/></td><br/></tr><br/><tr><br/><td>Introduction. Protocols and layering. Physical layer. Signals and bits.<br/>Saltzer et al. <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/e2e.pdf">"End-to-end Arguments in System Design"</a>. TOCS 1984.<br/>Optional: Zimmermann, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/osi-zimmermann.pdf">OSI Reference Model"</a>, IEEE Trans. on Commn., 1980.</td><br/><td><a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-intro.pdf">intro</a>, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-bits.pdf">bits</a></td><br/></tr><br/><tr><br/><td>Error detection and correction. Retransmissions.<br/>Han et al., <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/maranello.pdf">"Maranello: Practical Partial Packet Recovery for 802.11"</a>. NSDI 2010.<br/>Optional: Hamming, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/hamming.pdf">"Error detecting and error correcting codes"</a>, Bell Journal, 1950.</td><br/><td><a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-errors.pdf">errors</a></td><br/></tr><br/><tr><br/><td>Multiple access. LAN switches.<br/>Perlman, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/sptree-perlman.pdf">"An algorithm for the distributed computation of a spanning tree in an extended LAN"</a>. SIGCOMM 1985.</td><br/><td><a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-multi.pdf">multi</a>, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-switch.pdf">switch</a></td><br/></tr><br/><tr><br/><td>Routing. Link-state and distance-vector. Multicast.<br/>Dalal and Metcalfe, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/dalal-rpb.pdf">"Reverse path forwarding of broadcast packets"</a>. CACM, 1978.<br/>Optional: Labovitz et al., <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/delayed-convergence.pdf">"Delayed Internet Routing Convergence"</a>, SIGCOMM, 1990.</td><br/><td><a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-routing.pdf">routing</a></td><br/></tr><br/><tr><br/><td>Internetworking and IP. Mobile IP. BGP.<br/>Break in paper reading for a week.</td><br/><td><a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-interwork.pdf">interwork</a>, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-mobile.pdf">mobile</a>, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-interdomain.pdf">interdomain</a></td><br/></tr><br/><tr><br/><td>Reliable transport. Connections. Congestion control and avoidance. RED.<br/>D. Johnson, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/kluwer-mip.pdf">"Scalable Support for Transparent Mobile Host Internetworking"</a>, Mobile Computing, Kluwer, 1996.<br/>Optional: D. Clark, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/clark-design.pdf">"The Design Philosophy of the DARPA Internet Protocols",</a> SIGCOMM, 1988.</td><br/><td><a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-connections.pdf">connections</a>, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-retrans.pdf">retrans</a>, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-congestion.pdf">congestion</a></td><br/></tr><br/><tr><br/><td>Fair queueing, QOS and real-time services<br/>V. Jacobson, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/jacobson88.pdf">"Congestion Avoidance and Control"</a>. SIGCOMM 1998.<br/>Optional: Floyd and Fall, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/promoting-cong.pdf">"Promoting the Use of End-to-End Congestion Control in the Internet"</a>, TON, 1999.</td><br/><td><a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-qos.pdf">qos</a></td><br/></tr><br/><tr><br/><td>Naming and the DNS. Applications and the Web.<br/>Shenker, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/shenker-ieee.pdf">Fundamental Design Issues for the Future Internet"</a>, JSAC, 1995.<br/>Optional: Clark, Shenker, and Zhang, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/real-clark.pdf">"Supporting Real-Time Applications in an Integrated Services Packet Network"</a>, SIGCOMM, 1992.</td><br/><td><a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-web.pdf">web</a> <a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-dns.pdf">dns</a></td><br/></tr><br/><tr><br/><td>Content distribution (CDNs and P2P), middleboxes and overlays.<br/>Stoica et al., <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/chord-stoica.pdf">"Chord: A Scalable Peer-to-Peer Lookup Service for Internet Applications"</a>, SIGCOMM, 2001.<br/>Optional: Clark et al., <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/clark-tussle.pdf">"Tussle in Cyberspace: Defining Tomorrow's Internet"</a>, SIGCOMM, 2002</td><br/><td><a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-cdns.pdf">cdns</a>, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-middleboxes.pdf">middleboxes</a>, <a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-jumble.pdf">jumble</a></td><br/></tr><br/><tr><br/><td>Network security.<br/>Savage et al., <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/misbehave.pdf">"TCP Congestion Control with a Misbehaving Receiver"</a>, CCR, 1999.<br/>Borisov et al., <a href="http://www.cs.washington.edu/education/courses/csep561/10au/local/intercept-80211.pdf">"Intercepting Mobile Communications: The Insecurity of 802.11"</a>, Mobicom, 2001.</td><br/><td><a href="http://www.cs.washington.edu/education/courses/csep561/10au/lectures/lecture-security.pdf">security</a></td><br/></tr><br/></tbody><br/></table><br/> <br/><br/> Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-41340292058742192872012-09-05T07:07:00.000-07:002012-10-13T21:37:12.265-07:00Data Mining PPT and PDF SLIDES<img 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" alt="" width="268" height="208" />Data Mining<br/><br/>Instructor: Pedro Domingos<br/>Textbook: Tom Mitchell, Machine Learning, McGraw-Hill,<br/><span style="text-decoration: underline;"><strong>Download Slides from here</strong></span><br/><table border="1" cellpadding="0"><br/><tbody><br/><tr><br/><td><br/><p align="center"><strong>Topics & Lecture Notes</strong><strong></strong></p><br/></td><br/></tr><br/><tr><br/><td>Introduction; data warehousing and OLAP <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/slides/1.ppt">PPT </a>, <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/pdf-slides/1.pdf">PDF </a></td><br/></tr><br/><tr><br/><td>Inductive learning, decision trees <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/slides/2.ppt">PPT </a>, <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/pdf-slides/2.pdf">PDF</a></td><br/></tr><br/><tr><br/><td>Rule induction <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/slides/3.ppt">PPT</a>, <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/pdf-slides/3.pdf">PDF </a></td><br/></tr><br/><tr><br/><td>Bayesian learning <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/slides/4.ppt">PPT</a>, <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/pdf-slides/4.pdf">PDF </a></td><br/></tr><br/><tr><br/><td>Neural networks <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/slides/5.ppt">PPT</a>, <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/pdf-slides/5.pdf">PDF </a></td><br/></tr><br/><tr><br/><td>Genetic algorithms, model ensembles <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/slides/6.ppt">PPT</a>, <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/pdf-slides/6.pdf">PDF </a></td><br/></tr><br/><tr><br/><td>Instance-based learning <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/slides/7.ppt">PPT</a>, <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/pdf-slides/7.pdf">PDF </a></td><br/></tr><br/><tr><br/><td>Learning theory <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/slides/8.ppt">PPT</a>, <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/pdf-slides/8.pdf">PDF </a></td><br/></tr><br/><tr><br/><td>Association rules <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/slides/9.ppt">PPT</a>, <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/pdf-slides/9.pdf">PDF </a></td><br/></tr><br/><tr><br/><td>Clustering <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/slides/10.ppt">PPT</a>, <a href="http://www.cs.washington.edu/education/courses/csep546/07sp/pdf-slides/10.pdf">PDF </a></td><br/></tr><br/></tbody><br/></table>Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-78855612410364437752012-09-05T06:56:00.000-07:002012-10-13T21:37:12.286-07:00Computer Organization and Design PDF LECTURE SLIDES<img 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" alt="" width="187" height="231" />Computer Organization and Design<br/><br/><strong>Textbook</strong>: Computer Organization and Design The Hardware Software Interface, Third Edition, by Patterson and Hennessy<br/><span style="text-decoration: underline;"><strong>Download Slides from here</strong></span><br/><table border="1" cellpadding="0"><br/><tbody><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-01-introduction.ppt">Introduction</a></td><br/></tr><br/><tr><br/><td></td><br/></tr><br/><tr><br/><td>Chapter 1 finish, <a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-03-numbers.ppt">Numbers</a></td><br/></tr><br/><tr><br/><td></td><br/></tr><br/><tr><br/><td>Start <a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-02-instructions.ppt">Encoding Instructions</a></td><br/></tr><br/><tr><br/><td>Finish Encoding, start <a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-05-spim.ppt">Spim</a> [<a href="http://www.cs.washington.edu/education/courses/410/07sp/ex/addi.s">addi.s</a>, <a href="http://www.cs.washington.edu/education/courses/410/07sp/ex/add.s">add.s</a>, <a href="http://www.cs.washington.edu/education/courses/410/07sp/ex/hello.s">hello.s</a>, <a href="http://www.cs.washington.edu/education/courses/410/07sp/ex/addvals.s">addvals.s</a>]</td><br/><td></td><br/></tr><br/><tr><br/><td></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/spim/SpimTutorial.pdf">Spim Tutorial</a><br/>Accompanied assembly files: <a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/spim/asm.zip">asm.zip</a> <a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/spim/asm.tar.gz">asm.tar.gz</a></td><br/><td></td><br/></tr><br/><tr><br/><td></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-04-decisions.ppt">Test and Branch</a>, Start Procedures: <a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-06-procedures-a.ppt">basics</a>, <a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-06-procedures-b.ppt">more</a>; some sample codes: <a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/v2ForClass.s">v2ForClass.s</a>, <a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/leafFunction.s">leafFunction.s</a></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/07sp/notes/cse410-09-formats.pdf">Number formats</a></td><br/><td></td><br/></tr><br/><tr><br/><td></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/07sp/notes/cse410-07-addressing.pdf">Characters, bytes & Addressing</a></td><br/><td></td><br/></tr><br/><tr><br/><td></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/07sp/notes/cse410-08-link.pdf">Compiling & linking</a></td><br/><td></td><br/></tr><br/><tr><br/><td></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/07sp/notes/cse410-10-pipelining-a.pdf">Pipelining - a</a></td><br/><td></td><br/></tr><br/><tr><br/><td></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/07sp/notes/cse410-11-pipelining-b.pdf">Pipelining - b</a></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-13-cache.ppt">Cache memory</a></td><br/><td></td><br/></tr><br/><tr><br/><td></td><br/><td></td><br/></tr><br/><tr><br/><td>Virtual memory</td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/07sp/notes/cse410-18-os.pdf">OS Overview</a></td><br/><td></td><br/></tr><br/><tr><br/><td></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-19-process.pdf">Processes</a></td><br/><td></td><br/></tr><br/><tr><br/><td></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-20-threads.ppt">Threads</a></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-21-scheduling.ppt">Scheduling</a></td><br/><td></td><br/></tr><br/><tr><br/><td></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-23-synchronization-p1.ppt">Synchronization - 1</a><br/>[<a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/Locks.pptx">Notes on locks</a>]</td><br/><td></td><br/></tr><br/><tr><br/><td></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-24-synchronization-p2.ppt">Synchronization - 2</a></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/08sp/notes/cse410-26-memory.ppt">Memory Management</a></td><br/><td></td><br/></tr><br/><tr><br/><td></td><br/><td></td><br/></tr><br/><tr><br/><td><a href="http://www.cs.washington.edu/education/courses/410/07sp/notes/cse410-27-virtualmemory.pdf">Virtual Memory</a></td><br/><td></td><br/></tr><br/><tr><br/><td></td><br/><td></td><br/></tr><br/></tbody><br/></table>Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-37815665569203209382012-09-05T06:35:00.000-07:002012-10-13T21:38:29.754-07:00Software Engineering PDF SLIDES<img 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" alt="" width="233" height="191" />Software Engineering<br/><br/><strong>Instructor:</strong> Michael Ernst<br/><strong>Textbook:</strong> The Pragmatic Programmer: From Journeyman to Master, by Andrew Hunt<br/><span style="text-decoration: underline;"><strong>Download Slides from here</strong></span><br/><table border="1" cellspacing="0" cellpadding="0"><br/><tbody><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture02-lifecycle.pdf">Software lifecycle</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture03-requirements.pdf">Requirements, use cases</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture04-team.pdf">Teams</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/section_4.9.pdf">Requirements, tools</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture05-ui.pdf">User interfaces</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture06-architecture.pdf">Architecture</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture07-uml.pdf">UML class and sequence diagrams</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture08-process-JoelTest.pdf">Process: The Joel Test</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/section_4.23.pdf">Packaging</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture09-design-patterns-1.pdf">Design patterns (1)</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture10-design-patterns-2.pdf">Design patterns (2)</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture11-testing.pdf">Testing</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture12-debugging.pdf">Debugging</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture13-reasoning-adt.pdf">Reasoning about abstractions</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture14-reasoning-code.pdf">Reasoning about code</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture15-procedure-abstractions.pdf">Understanding procedures</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture16-reviews-refactoring.pdf">Reviews and refactoring</a></td><br/></tr><br/><tr><br/><td valign="top" width="555"></td><br/></tr><br/><tr><br/><td valign="top" width="555"><a href="http://www.cs.washington.edu/education/courses/cse403/09sp/lectures/lecture17-wrapup.pdf">Wrapup</a></td><br/></tr><br/></tbody><br/></table>Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-23186673158301392442012-09-05T06:23:00.000-07:002012-10-13T21:38:29.727-07:00Software Engineering PDF Lecture SLIDES<img 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" alt="" width="166" height="202" />Software Engineering<br/><br/><strong>Instructor:</strong> Yuriy Brun<br/><strong>Textbook:</strong> Software Project Survival Guide ,by Steve McConnell<br/><span style="text-decoration: underline;"><strong>Download Slides from here</strong></span><br/><table border="1" cellspacing="0" cellpadding="0"><br/><tbody><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/403/11wi/lectures/403Intro-2011.pdf">Introduction</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110105%20Software%20Development%20Lifecycle.pdf">Software development lifecycle</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110110%20Requirements.pdf">Requirements</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110112%20Teamwork.pdf">Teamwork</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110114%20User%20Interface.pdf">User Interface</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110119%20Architecture.pdf">Architecture</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110124%20UML1.pdf">UML class diagrams</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110126%20UML2.pdf">UML sequence diagrams</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110128%20DesignPatterns1.pdf"><strong>Crystal</strong> and creational, structural, and behavioral design patterns</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110131%20DesignPatterns2.pdf">Creational design patterns</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110202%20DesignPatterns3.pdf">Structural design patterns</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110203%20Build%20and%20Package.pdf">Build and Package</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110209%20Testing.pdf">Testing</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/exams/midterm11wi.pdf">First midterm exam</a>. <a href="http://www.cs.washington.edu/education/courses/cse403/11wi/exams/midterm11wiSolution.pdf">(solutions)</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110214%20Debugging.pdf">Debugging</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/UnitTestinginWindows.pdf">Mark Schofield/MS, Unit Testing</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/20110228%20How%20Debug.pdf">How to Debug</a></td><br/></tr><br/><tr><br/><td valign="top" width="499"><a href="http://www.cs.washington.edu/education/courses/cse403/11wi/lectures/UWLecture-TK-Jason-MS.pdf">TK Backman, Jason Yang, SW Development at MS</a></td><br/></tr><br/></tbody><br/></table>Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-40070199286599072382012-09-04T22:06:00.000-07:002012-10-13T21:38:29.759-07:00Transaction Processing PPT and PDF SLIDES<img 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" alt="" width="179" height="220" />Transaction Processing<br/><br/><strong>Instructor:</strong> Philip A. Bernstein<br/><strong>Textbook:</strong> Principles of Transaction Processing 2nd Edition by Philip A. Bernstein and Eric Newcomer, Morgan Kaufmann Publishers<br/><span style="text-decoration: underline;"><strong>Download Slides from here</strong></span><br/><table width="342" border="1" cellspacing="0" cellpadding="0"><br/><tbody><br/><tr><br/><td width="207"><br/><p align="center"><strong>Title</strong></p><br/></td><br/><td width="53"><br/><p align="center"><strong>PDF</strong></p><br/></td><br/><td width="82"><br/><p align="center"><strong>PPTX</strong></p><br/></td><br/></tr><br/><tr><br/><td width="207">Ā CSEP 545 Syllabus</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/0_CSEP_545_Syllabus.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/0_CSEP_545_Syllabus.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">1 Introduction</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/1_Introduction.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/1_Introduction.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">Assignment1.2012</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Assignment1.2012.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Assignment1.2012.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">2 Shadowing</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/2_Shadowing.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/2_Shadowing.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">3 ConcurrencyControlOne</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/3_ConcurrencyControlOne_v3.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/3_ConcurrencyControlOne_v3.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">Solution2</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution2.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution2.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">4 DBRecovery</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/4_DBRecovery.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/4_DBRecovery.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">Solution3</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution3.2012.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution3.2012.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">5 ApplicationServersForProject</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/5_ApplicationServersForProject.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/5_ApplicationServersForProject.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">Solution4</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution4.2012.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution4.2012.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">6 TwoPhaseCommit</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/6_TwoPhaseCommit.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/6_TwoPhaseCommit.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">7 ConcurrencyControlTwo</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/7_ConcurrencyControlTwo.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/7_ConcurrencyControlTwo.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">Solution5</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution5.2012.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution5.2012.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">8 ApplicationServers</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/8_ApplicationServers_v2.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/8_ApplicationServers_v2.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">Solution6</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution6.2012.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution6.2012.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">9 Queuing</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/9_Queuing.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/9_Queuing.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">Solution7.2012</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution7.2012.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution7.2012.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">10 Replication</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/10_Replication.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/10_Replication.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">11 BPM</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/11_BPM.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/11_BPM.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">Solution 8</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution8_v2.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Solution8_v2.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">OCCbyMeldingTrees</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/OCCbyMeldingTreesArial.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/OCCbyMeldingTreesArial.pptx">Get</a></p><br/></td><br/></tr><br/><tr><br/><td width="207">Tashkent</td><br/><td width="53"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Tashkent.pdf">Get</a></p><br/></td><br/><td width="82"><br/><p align="center"><a href="http://www.cs.washington.edu/education/courses/csep545/12wi/slides/Tashkent.pptx">Get</a></p><br/></td><br/></tr><br/></tbody><br/></table>Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-35429036221796215642012-09-04T21:55:00.000-07:002012-10-13T21:38:29.745-07:00Database Management System PPT and PDF SLIDES<img 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" alt="" width="174" height="202" />Database Management System<br/><br/><strong>Instructor</strong>: Alon Halevy<br/>Textbook:The purpose of this course is to provide an introduction to the design and use of database systems, as well as an appreciation of the key issues in building such systems.<br/><span style="text-decoration: underline;"><strong>Download Slides from here</strong></span><br/><table border="1" cellpadding="0"><br/><tbody><br/><tr><br/><td width="459"><a href="http://www.cs.washington.edu/education/courses/csep544/09sp/lectures/lecture01.pdf">Course Overview, SQL</a></td><br/></tr><br/><tr><br/><td width="459"><a href="http://www.cs.washington.edu/education/courses/csep544/09sp/lectures/lecture02.pdf">Database Design, Normal Forms</a></td><br/></tr><br/><tr><br/><td width="459"><a href="http://www.cs.washington.edu/education/courses/csep544/09sp/lectures/lecture03.pdf">Constraints, Views, Security</a></td><br/></tr><br/><tr><br/><td width="459"><a href="http://www.cs.washington.edu/education/courses/csep544/09sp/lectures/lecture04.pdf">Transactions</a></td><br/></tr><br/><tr><br/><td width="459"><a href="http://www.cs.washington.edu/education/courses/csep544/09sp/lectures/lecture05.pdf">More Transactions</a>Ā Ā <a href="http://www.cs.washington.edu/education/courses/csep544/09sp/resources/isolation.java">Isolation.java</a>Ā <a href="http://www.cs.washington.edu/education/courses/csep544/09sp/resources/fekete-sigmod2008.pdf">Isolation Paper</a></td><br/></tr><br/><tr><br/><td width="459"><a href="http://www.cs.washington.edu/education/courses/csep544/09sp/lectures/lecture06.pdf">Data storage, Indexes, Physical Tuning</a></td><br/></tr><br/><tr><br/><td width="459"><a href="http://www.cs.washington.edu/education/courses/csep544/09sp/lectures/lecture07.pdf">Query Execution</a></td><br/></tr><br/><tr><br/><td width="459"><a href="http://www.cs.washington.edu/education/courses/csep544/09sp/lectures/lecture08.pdf">Query Optimization</a></td><br/></tr><br/><tr><br/><td width="459"><a href="http://www.cs.washington.edu/education/courses/csep544/09sp/lectures/lecture09.pdf">XML, XPath, XQuery</a></td><br/></tr><br/><tr><br/><td width="459"><a href="http://www.cs.washington.edu/education/courses/csep544/09sp/lectures/lecture10.pdf">Sampling from Databases</a></td><br/></tr><br/><tr><br/><td width="459"><a href="http://www.cs.washington.edu/education/courses/csep544/09sp/FinalExam.pdf">Final Exam</a>Ā Ā Ā Ā <a href="http://www.cs.washington.edu/education/courses/csep544/09sp/solutions/final-sol.pdf">Solutions for Fina</a></td><br/></tr><br/></tbody><br/></table>Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-79034343922149622332012-09-04T06:47:00.001-07:002012-09-04T06:49:35.993-07:00Robotics and Intelligent Systems PDF Lecture Slides<div dir="ltr" style="text-align: left;" trbidi="on">
<img alt="" height="320" 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" width="209" /> <br />
Text Book:<br />
<div style="text-align: left;">
Instructor: Robert F. Stengel</div>
<h3>
Lecture Slides <i>(pdf)</i></h3>
<ul>
<li>Lecture 1: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture1.pdf">Overview and Preliminaries</a>
</li>
<li>Lecture 2: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture2.pdf">Articulated Robots</a>
</li>
<li>Lecture 3: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture3.pdf">Coordinates and Transformations</a>
</li>
<li>Lecture 4: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture4.pdf">Mobile Robots, Personal Assistance, and Games</a>
</li>
<li>Lecture 5: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture5.pdf">Rigid-Body Dynamics</a>
</li>
<li>Lecture 6: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture6.pdf">Dynamic Systems</a>
</li>
<li>Lecture 7: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture7.pdf">Sensors and Actuators</a>
</li>
<li>Lecture 8: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture8.pdf">Dynamic Effects of Feedback Control</a>
</li>
<li>Lecture 9: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture9.pdf">Analog and Digital Control</a>
</li>
<li>Lecture 10: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture10.pdf">Introduction to Optimization</a>
</li>
<li>Lecture 11: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture11.pdf">Deterministic Optimal Control</a>
</li>
<li>Lecture 12: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture12.pdf">Least-Squares Estimation and Numerical Optimization</a>
</li>
<li>Lecture 13: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture13.pdf">Monte Carlo and Evolutionary Algorithms</a>
</li>
<li>Lecture 14: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture14.pdf">Formal Logic and Computing</a>
</li>
<li>Lecture 15: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture15.pdf">Predicate Calculus, First-Order Logic, and Fuzzy Sets</a>
</li>
<li>Lecture 16: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture16.pdf">Probability and Statistics</a>
</li>
<li>Lecture 17: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture17.pdf">Stochastic, Robust, and Adaptive Control</a>
</li>
<li>Lecture 18: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture18.pdf">Classification of Data Sets</a>
</li>
<li>Lecture 19: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture19.pdf">Introduction to Neural Networks</a>
</li>
<li>Lecture 20: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture20.pdf"> Training Neural Networks</a>
</li>
<li>Lecture 21: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture21.pdf">Machine Learning</a>
</li>
<li>Lecture 22: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture22.pdf">Knowledge Representation</a>
</li>
<li>Lecture 23: <a href="http://www.princeton.edu/%7Estengel/MAE345Lecture23.pdf">Task Planning and Multi-Agent Systems</a>
</li>
</ul>
</div>
Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-41746522909557799582012-09-04T06:41:00.003-07:002012-09-04T06:41:59.132-07:00Aircraft Flight Dynamics PDF Lecture Slides<div dir="ltr" style="text-align: left;" trbidi="on">
<img alt="" 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" /><br />
<div style="text-align: left;">
Teacher: Robert F. Stengel</div>
<div style="text-align: left;">
Text Book: flight-dynamics-robert-f-stengel</div>
<div style="text-align: left;">
Download Slides:</div>
<h3>
Lecture Slides <i>(pdf)</i></h3>
<ul>
<li>Lecture 1: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture1.pdf"><b>Introduction, Mathematical Preliminaries</b></a>
</li>
<li>Lecture 2: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture2.pdf"><b>Point-Mass Dynamics and Aerodynamic Forces</b></a>
</li>
<li>Lecture 3: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture3.pdf"><b>Aviation History</b></a>
</li>
<li>Lecture 4: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture4.pdf"><b>Configuration Aerodynamics - 1</b></a>
</li>
<li>Lecture 5: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture5.pdf"><b>Configuration Aerodynamics - 2</b></a>
</li>
<li>Lecture 6: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture6.pdf"><b>Cruising Flight Performance</b></a>
</li>
<li>Lecture 7: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture7.pdf"><b>Gliding, Climbing, and Turning Performance</b></a>
</li>
<li>Lecture 8: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture8.pdf"><b>Aircraft Equations of Motion - 1</b></a>
</li>
<li>Lecture 9: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture9.pdf"><b>Aircraft Equations of Motion - 2</b></a>
</li>
<li>Lecture 10: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture10.pdf"><b>Linearized Equations and Modes of Motion</b></a>
</li>
<li>Lecture 11: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture11.pdf"><b>Longitudinal Dynamics</b></a>
</li>
<li>Lecture 12: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture12.pdf"><b>Lateral-Directional Dynamics</b></a>
</li>
<li>Lecture 13: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture13.pdf"><b>Analysis of Time Response</b></a>
</li>
<li>Lecture 14: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture14.pdf"><b>Root-Locus Analysis of Parameter Variations</b></a>
</li>
<li>Lecture 15: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture15.pdf"><b>Transfer Functions and Frequency Response</b></a>
</li>
<li>Lecture 16: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture16.pdf"><b>Configuration and Power Effects on Flight Stability</b></a>
</li>
<li>Lecture 17: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture17.pdf"><b>Aircraft Control Devices and Systems</b></a>
</li>
<li>Lecture 18: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture18.pdf"><b>Flight Testing</b></a>
</li>
<li>Lecture 19: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture19.pdf"><b>Advanced Longitudinal Dynamics</b></a>
</li>
<li>Lecture 20: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture20.pdf"><b>Advanced Lateral-Directional Dynamics</b></a>
</li>
<li>Lecture 21: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture21.pdf"><b>Flying Qualities Criteria</b></a>
</li>
<li>Lecture 22: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture22.pdf"><b>Problems of High Speed and Altitude</b></a>
</li>
<li>Lecture 23: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture23.pdf"><b>Maneuvering, Aeroelasticity, and Control Interactions</b></a>
</li>
<li>Lecture 24: <a href="http://www.princeton.edu/%7Estengel/MAE331Lecture24.pdf"><b>Atmospheric Hazards to Flight</b></a>
</li>
</ul>
</div>
Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-48321640685292247152012-09-04T06:35:00.000-07:002012-09-04T06:35:03.784-07:00Satellite Communications Dennis Roddy PPT Slides<div dir="ltr" style="text-align: left;" trbidi="on">
<img alt="" height="320" 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" width="239" /><br />
<br />
<b> <span style="font-family: Arial;">Instructor:
Joe Montana (jmontana@gmu.edu)</span></b><br />
<div style="text-align: left;">
<b><span style="font-family: Arial;">Course Text :</span></b><span style="color: silver;"><span style="color: black;"><b><span style="font-family: Arial;">Dennis Roddy, <i>Satellite Communications</i>,
Fourth edition, </span><span style="font-family: Arial;">McGraw-Hill </span></b>
</span><span style="font-family: Arial;"><span style="color: black;"> </span></span></span></div>
<b>Lecture Slides:</b><br />
<br />
<ul>
<li><span style="color: silver;">
<a href="http://classweb.gmu.edu/jmontana/lecture01.ppt">Introduction to
Satellite Communications</a> (Lecture 01)</span></li>
<li><span style="color: silver;">
<a href="http://classweb.gmu.edu/jmontana/lecture02.ppt">Orbital Aspects
of Satellite Communications</a> (Lecture 02)</span></li>
<li><span style="color: silver;">
<a href="http://classweb.gmu.edu/jmontana/lecture03.ppt">Launching,
Orbital Effects, and Satellite Subsystems</a> (Lecture 03)</span></li>
<li><span style="color: silver;">
<a href="http://classweb.gmu.edu/jmontana/lecture04a.ppt">Satellite Link
Design</a> (Lecture 04a)</span></li>
<li><span style="color: silver;">
<a href="http://classweb.gmu.edu/jmontana/lecture04b.ppt">Satellite Link
Design Part II</a> (Lecture 04b)</span></li>
<li><span style="color: silver;">
<a href="http://classweb.gmu.edu/jmontana/lecture05.ppt">Modulating and
Coding</a> (Lecture 05)</span></li>
<li><span style="color: silver;">
<a href="http://classweb.gmu.edu/jmontana/lecture06.ppt">Multiple Access</a>
(Lecture 06)</span></li>
<li><span style="color: silver;">
<a href="http://classweb.gmu.edu/jmontana/lecture07.ppt">Satellite Based
Internet</a> (Lecture 07)</span></li>
<li><span style="color: silver;">
<a href="http://classweb.gmu.edu/jmontana/lecture08.ppt">VSAT</a>
(Lecture 08)</span></li>
<li><span style="color: silver;">
<a href="http://classweb.gmu.edu/jmontana/HomeworkTipsNov18.pdf">VSAT
Slides</a> (Lecture 08b) </span></li>
<li><span style="color: silver;">
<a href="http://classweb.gmu.edu/jmontana/lecture09.ppt">Global
Positioning System</a> (Lecture 09)</span></li>
<li><span style="color: silver;">
<a href="http://classweb.gmu.edu/jmontana/Nov25GPSSupplement.pdf">GPS
Supplement Slides (From Class Lecture, .pdf)</a> (Lecture 09b, PDF
format)</span></li>
</ul>
</div>
Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.comtag:blogger.com,1999:blog-2850964127471848669.post-553439344084817442012-09-04T06:27:00.001-07:002012-09-04T06:27:27.740-07:00AI Planning 2012 PPT Lecture Slides<div dir="ltr" style="text-align: left;" trbidi="on">
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<img alt="" 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" /><br />
Text: Automated Planning Theory and Practice.<br />
Instructor: Dana Nau<br />
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Download Slides here:<br />
<ul>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter01.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter01.ppt">ppt</a>: Chap. 1, Introduction</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter02.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter02.ppt">ppt</a>: Chap. 2, Representations for Classical Planning</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter03.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter03.ppt">ppt</a>: Chap. 3, Complexity of Classical Planning</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter04.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter04.ppt">ppt</a>: Chap. 4, State-Space Planning</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter05.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter05.ppt">ppt</a>: Chap. 5, Plan-Space Planning</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter06.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter06.ppt">ppt</a>: Chap. 6, Planning-Graph Techniques</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter07.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter07.ppt">ppt</a>: Chap. 7, Propositional Satisfiability Techniques</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/part3.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/part3.ppt">ppt</a>: Intro. to Part 3</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter09.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter09.ppt">ppt</a>: Chap. 9, Heuristics in Planning</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter10.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter10.ppt">ppt</a>: Chap. 10, Control Rules in Planning</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter11.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter11.ppt">ppt</a>: Chap. 11, Hierarchical Task Network Planning</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter14.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter14.ppt">ppt</a>: Chap. 14 sec. 14.3, Planning with Chronicles</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter15.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter15.ppt">ppt</a>: Chap. 15, Planning and Resource Scheduling</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter16.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter16.ppt">ppt</a>: Chap. 16, Planning on MDPs</li>
<li><a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter17.pdf">pdf</a>, <a href="http://www.cs.umd.edu/%7Enau/cmsc722/slides/chapter17.ppt">ppt</a>: Chap. 17, Planning as Model Checking</li>
</ul>
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Engineeringppthttp://www.blogger.com/profile/06590183128732553253noreply@blogger.com