DOWNLOAD FREE ENGINEERING LECTURES NOTES PPT PDF SLIDES EBOOKS SEMINARS

Algorithm Design PPT PDF SLIDES

2012-01-16T08:00:00.000-08:00

Algorithm Design PDF SLIDES

Author: Kevin Wayne

Text Book:Algorithm Designby Jon Kleinberg and Éva Tardos.

Download slides here:

TOPICS	READING
Stable matching	1
Algorithm analysis	2
Graphs	3
Greedy algorithms	4.1 - 4.4
Minimum spanning tree	4.5 - 4.7
Huffman codes †	4.8
Divide-and-conquer	5.1 - 5.4
Multiplication	5.5 - 5.6
Dynamic programming	6.1 - 6.7
Bellman-Ford	6.8 - 6.10
Max flow, min cut	7.1 - 7.3
Network flow applications	7.5 - 7.12
Assignment problem	7.13
Intractability	8.1 - 8.2
Poly-time reductions	8.5 - 8.8, 8.10
NP-completeness	8.3 - 8.4, 8.9
PSPACE	9
Extending limits of tractability	10
Approximation algorithms	11
Local search	12
Randomized algorithms	13

Multimedia and Graphics PPT PDF SLIDES

2012-01-16T07:52:00.000-08:00

Multimedia and Graphics PPT SLIDES Download slides:
	Topic	Reading	Slides
	Introduction, Hardware	Angel Ch. 1	PowerPoint
	Mathematical Principles	Angel Appendix B	PowerPoint
	Transformations	Angel 179 - 202	PowerPoint
	OpenGL Assignment 1 Out	Red Book Ch. 1 - 4	PowerPoint
	3D Transformations and Euler Angles Assignment 0 Out	Angel Ch. 4	PowerPoint
	Circle and Triangle Rasterization Assignment 0 Due (5:00 p.m.)	Angel 8.9 and 8.10	HTML HTML
	Polygon Rasterization	Angel 8.11	PowerPoint
	Polygon Clipping	Angel 8.1 - 8.7	PowerPoint
	OpenGL and Transformations Assignment 1 Due (5:00 p.m.)	Angel 5.1 - 5.9 Angel 1.5 - 1.6	PowerPoint
	Homogeneous Coordinates Camera Transformations		Slides
	Color	Angel 1.4, 8.13.3	PowerPoint
	Reading Holiday
	ColorAssignment 2 Out	Angel 1.4, 2.5, 7.45, 8.13	PowerPoint
	Midterm Old Midterms (PDF, PDF)
	Luebke / Loitiere Lecture
	C++ Programming / Assign 2 Review
	Lighting	Angel 6.1 - 6.4	PowerPoint
	LightingAssignment 2 Due (5:00 p.m.)	Angel 6.5 - 6.11	PowerPoint
	Radiosity	Angel 13.1 - 13.5	PowerPoint
	TexturesAssignment 3 Out	Angel 7.6 - 7.10	PowerPoint
	Antialiasing	Angel 7.11	PowerPoint
	Antialiasing and Assign 3 Review		PowerPoint
	Visibility (BSP Trees, Z-buffer, Warnock's Algorithm)	Angel 5.6, 9.10.3, 9.10.4	PowerPoint
	Orientation RepresentationsAssignment 3 Due (5:00 p.m.)	Angel 4.11	PowerPoint
	Hermite Curves Assignent 4 Out	Angel 10.1 - 10.5	PowerPoint
	Bezier Curves	Angel 10.6 - 10.10, 4.10, A.11	PowerPoint
	Thanksgiving
	Making Movies		PowerPoint
	Final Exam ReviewAssignment 4 Due (5:00 p.m)		PowerPoint
	Final - 7:00 p.m. (Olsson 011)

Algorithms in Bioinformatics PPT SLIDES

2012-01-06T05:48:00.000-08:00

Algorithms in Bioinformatics

Download Slides here

Lecture 1, September 23, 2003: ppt.
Lecture 2, September 30, 2003: ppt.
Lecture 3, October 7, 2003: ppt.
Lecture 4, October 14, 2003: ppt.
Lecture 5, October 21, 2003: ppt.
Lecture 6, October 28, 2003: ppt.
Lecture 7, November 4, 2003: ppt.
Lecture 8, November 11, 2003: ppt.
Lecture 9, November 18, 2003: ppt.
Lecture 10, December 2, 2003: ppt.
Lecture 11, December 16, 2003: ppt and pdf.

SOFTWARE ENGINEERING PRESSMAN PPT SLIDES

2011-12-15T22:13:00.000-08:00

SOFTWARE ENGINEERING PRESSMAN PPT SLIDES

Book :

Download slides here :

Download all presentations as a zip file
Chapter 1: Introduction (PPTX)
Chapter 2: Software Processes (PPTX)
Chapter 3: Agile software development (PPTX)
Chapter 4: Requirements engineering (PPTX)
Chapter 5: System modeling (PPTX)
Chapter 6: Architectural design (PPTX)
Chapter 7: Design and Implementation (PPTX)
Chapter 8: Software testing (PPTX)
Chapter 9: Software Evolution (PPTX)
Chapter 10: Socio-technical Systems (PPTX)
Chapter 11: Dependability and Security (PPTX)
Chapter 12: Dependability and Security Specification (PPTX)
Chapter 13: Dependability Engineering (PPTX)
Chapter 14: Security Engineering (PPTX)
Chapter 15: Dependability and Security Assurance (PPTX)
Chapter 16: Software Reuse (PPTX)
Chapter 17: Component-based Software Engineering (PPTX)
Chapter 18: Distributed Software Engineering (PPTX)
Chapter 19: Service-oriented Architecture (PPTX)
Chapter 20: Embedded Systems (PPTX)
Chapter 21: Aspect-oriented software engineering (PPTX)
Chapter 22: Project management (PPTX)
Chapter 23: Project planning (PPTX)
Chapter 24: Quality management (PPTX)
Chapter 25: Configuration management (PPTX)
Chapter 26: Process improvement (PPTX)

pressman software engineering ppt pdf slides

2011-12-15T22:07:00.000-08:00

pressman software engineering ppt slides

Book:

Software Engineering, 6th edition, Ian sommerville, Addison-Wesley, ISBN 0-201-39815-X.
Book web page:

A Web home page for the book is available at http://www.software-engin.com.
Lecture notes:

Lectures notes from the book and additional notes.

Lectures			Sections in book
Num/Name	PPT	PDF	Readings
Presentation of the course		4PDF
1 - Introduction	PPT	PDF	Chapter 1
2 - Computer-based system engineering	PPT	PDF	Chapter 2
3 - Software processes	PPT	PDF	Chapter 3
5 - Software requierements	PPT	PDF	Chapter 5
6 - Requierements engineering processes	PPT	PDF	Chapter 6
7 - System models	PPT	PDF	Chapter 7
12 - Object-oriented design	PPT	PDF	Chapter 12
14 - Design with reuse	PPT	PDF	Chapter 14
20 - Software testing	PPT	PDF	Chapter 20
23 - Software cost estimation	PPT	PDF	Chapter 23

Introduction to Automata Theory, Languages, and Computation PPT PDF SLIDES

2011-12-15T11:09:00.000-08:00

Introduction to AutomataTheory, Languages, and Computation PPT PDF SLIDE
By John E. Hopcroft,Rajeew Motwani, and Jeffrey D. Ullman,

Text Book: Introduction to AutomataTheory, Languages, and Computation.

Download slides here :

Subject	Slides	Readings
Course Introduction	PPT,PDF	Chapter 1
Introduction to Automata	PPT,PDF	Section 2.1
Deterministic Finite Automata	PPT,PDF	Section 2.2
Nondeterministic Finite Automata	PPT,PDF	Sections 2.3 - 2.5
Regular Expressions	PPT,PDF	Chapter 3
Decision Properties of Regular Languages	PPT,PDF	Sections 4.1, 4.3, 4.4
Closure Properties of Regular Languages	PPT,PDF	Section 4.2
Context-Free Languages	PPT,PDF	Section 5.1
Parse Trees	PPT,PDF	Sections 5.2, 5.4
Normal Forms for Context-Free Grammars	PPT,PDF	Section 7.1
Pushdown Automata	PPT,PDF	Sections 6.1, 6.2
Equivalence of CFG's and PDA's	PPT,PDF	Section 6.3
The Pumping Lemma for Context-Free Languages	PPT,PDF	Section 7.2
Properties of Context-Free Languages	PPT,PDF	Sections 7.3, 7.4
Enumerations, Turing Machines	PPT,PDF	Sections 8.1, 8.2
More About Turing Machines	PPT,PDF	Sections 8.3 - 8.6
Undecidable Problems	PPT,PDF	Sections 9.1, 9.2
More Undecidable Problems	PPT,PDF	Sections 9.3 - 9.5
NP-Completeness	PPT,PDF	Section 10.1
Satisfiability, Cook's Theorem	PPT,PDF	Sections 10.2, 10.3
More NP-Complete Problems	PPT,PDF	Sections 10.4, 11.1
PSPACE-Complete Problems	PPT,PDF	Sections 11.2, 11.3

Automata and Formal Languages PDF SLIDES Sipser Michael, Introduction to the Theory of Computation

2011-12-15T07:25:00.000-08:00

Automata and Formal Languages PDF Slides

Recommended Books

Sipser Michael, Introduction to the Theory of Computation, PWS Publishing Company, 1997.
Hopcroft J, Motwani R and Ullman J, Introduction to Automata Theory, Languages and Computation (2nd ed), Addison-Wesley, 2001.
Kozen Dexter C., Automata and Computability, Springer-Verlag, 1997

Topics Covered

Finite Automata (Reif note 3, Reily note 2)
- Formal definition and examples
- Design of FA
- Definition of DFA and NFA
- Equivalence of NFAs and DFAs
- Regular operations and closure
Regular Expressions and Languages (Reily note 3)
- Definition of a regular expression
- Definition of non-regular languages
- Equivalence between regular language and finite automaton
- The pumping lemma for regular languages
Context-Free grammars (Reif note 4, Reily notes 5--6)
- Formal definition and examples
- Design of context-free grammars
- Ambiguity
- Chomsky normal form
- Non-context-free languages definition and examples
- Pumping lemma for CFLs
Pushdown Automata (PDA) (Reif note 5, Reily note 7)
- Definition and examples
- Converting a CFG to a PDA
Turing machines (Reif note 6)
- Formal definition and examples

Decidability

Decidability and undecidability
The Church-Turing Thesis
Undecidability of the Halting problem

Lecture Slides download here

No.	Topics	Directed Reading	Lecture Notes
1	Sets, Languages, Logic	Sipser pp1-34, p44-45 (up to example 1.11)	PDF
2	Finite Automata	Sipser pp35-62	PDF
3	Regular Expressions and Languages	Sipser pp63-76	PDF
4	Minimal Deterministic Automata		PDF
5	Context Free Languages	Sipser pp77-100	PDF
6	Non-Context Free Languages	Sipser pp99-100, pp115-119	PDF
7	Pushdown Automata	Sipser pp101-114	PDF

No.	Topics	Directed Reading	Lecture Notes
1	Introduction	Sipser, Chapter 0	PDF
2	Mathematical Notations for Computations	Sipser, Chapter 0, pages 3-25	PDF
3	Finite State Automata (FSAs)	Sipser, Chapter 1, pages 31-83	PDF
4	PDAs / CFLs, Part 1: Context Free Grammars	Sipser, Chapter 2.1, pages 91-100	PDF
5	PDAs / CFLs, Part 2: Pushdown Automata	Sipser, Chapter 2.2, pages 101-104	PDF
6	Turing Machines	Sipser, Chapters 3.1, 3.2, pages 125-141. See also Biography of Alan Turing	PDF
7	Decidability, Part 1: Decidable Problems	Sipser, Chapter 3.3, pages 142-147, Chapter 4.1, pages 151-156	PDF
8	Decidability, Part 2: The Halting Problem	Sipser, Chapter 4, pages 151-168	PDF

Database Systems PPT SLIDES

2011-12-06T07:12:00.001-08:00

Database Systems

INSTRUCTOR:

Arthur M. Keller

TEXTBOOK:

Required: Database Systems: The CompleteBook, by Garcia-Molina, Ullman, and Widom (first edition),Prentice Hall, 0-13-031995-3, 2002. You may download the first twochapters if you are uncertain about taking the course. You maydownload Chapter 1 in Postscript or PDF andChapter 2 in Postscript or PDF.Unless otherwise specified, all reading assignments will be from thistextbook

Download lectures :

Jan. 3 (TH) Intro, Entity-Relationship Model.
Read Chapter 1 and Sections 2.1-2.2.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Jan. 8 (T) Weak Entity Sets, Entity-Relationship Design.
Read Sections 2.3-2.4.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Jan. 10 (TH) Relational Model, Functional Dependencies.
Read Sections 3.1-3.5.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Jan. 15 (T) Normal Forms, Multivalued Dependencies.
Read Sections 3.6-3.7. Assignment 1 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Jan. 17 (TH) Relational Algebra.
Read Chapter 5.Project Part 1 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Jan. 22 (T) SQL Queries.
Read Sections 6.1-6.2. Assignment 2 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Jan. 24 (TH) Subqueries, Grouping and Aggregation.
Read Sections 6.3-6.4.Project Part 2 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Jan. 29 (T) Modifications, Schemas, Views.
Read Sections 6.5-6.7. Assignment 3 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Jan. 31 (TH) Constraints.
Read Sections 7.1-7.3, 7.4.1.Project Part 3 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Feb. 5 (T) Triggers, PL/SQL.
Read Sections 7.4, 8.2.Assignment 4 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Feb. 7 (TH) PL/SQL, Embedded SQL, CLI, JDBC.
Read Sections 8.1, 8.3-8.5.Project Part 4 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Feb. 12 (T) Advising Day. No class.
Feb. 14 (TH) Midterm. (14% of course grade)
Covers material through Feb. 7 (TH) lecture and readings(Chapters 1-3, 5-7, 8.1-8.5).
Feb. 19 (T) Object-Relational Systems.
Read Sections 4.5, 9.4-9.5.Assignment 5 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Feb. 21 (TH) Transactions, Authorization.
Read Sections 8.6-8.7.Project Part 5 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Feb. 26 (T) Datalog.
Read Sections 10.1-10.2.Assignment 6 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Feb. 28 (TH) Datalog and SQL Recursion, ODL.
Read Sections 10.3-10.4, 4.1-4.4.Project Part 6 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Mar. 5 (T) More ODL, OQL.
Read Sections 9.1.Assignment 7 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Mar. 7 (TH)More OQL.
Read Sections 9.2-9.3.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Mar. 12 (T) Semistructured Data, XML, XQuery.
Read Sections 4.6-4.7, Notes.Assignment 8 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.
Mar. 14 (TH) Data Warehouses, Data Mining.
Read Notes.Project Part 7 due.Slides in Powerpoint. Slides in Postscript. Slides in Adobe Acrobat.

Software Engineering PPT PDF SLIDES

2011-12-06T07:06:00.001-08:00

Software Engineering PPT PDF SLIDES

6th Edition

download slides here

Powerpoint Source

Ch.1 Introduction	Ch.2 Systems eng.	Ch.3 Software processes	Ch.4 Project planning	Ch.5 Software requirements	Ch.6 Requirements eng. processes
Ch.7 System Models	Ch.8 Prototyping	Ch.9 Formal Spec.	Ch.10 Architectural design	Ch.11 Distributed sys. architecture	Ch.12 Object-oriented design
Ch.13 Real-time sys. design	Ch.14 Design with Reuse	Ch.15 User interface design	Ch.16 Dependability	Ch.17 Critical sys. specification	Ch.18 Critical sys development
Ch.19 Verification and Validation	Ch.20 Software testing	Ch.21 Critical sys. validation	Ch.22 Managing people	Ch.23 Software cost estimation	Ch.24 Quality management
Ch.25 Process improvement	Ch.26 Legacy sys.	Ch.27Software change	Ch.28 Software re-engineering	Ch.29 Configuration management

PDF

Ch.1 Introduction	Ch.2 Systems eng.	Ch.3 Software processes	Ch.4 Project planning	Ch.5 Software requirements	Ch.6 Requirements eng. processes
Ch.7 System Models	Ch.8 Prototyping	Ch.9 Formal Spec.	Ch.10 Architectural design	Ch.11 Distributed sys. architecture	Ch.12 Object-oriented design
Ch.13 Real-time sys. design	Ch.14 Design with Reuse	Ch.15 User interface design	Ch.16 Dependability	Ch.17 Critical sys. specification	Ch.18 Critical sys development
Ch.19 Verification and Validation	Ch.20 Software testing	Ch.21 Critical sys. validation	Ch.22 Managing people	Ch.23 Software cost estimation	Ch.24 Quality management
Ch.25 Process improvement	Ch.26 Legacy sys.	Ch.27Software change	Ch.28 Software re-engineering	Ch.29 Configuration management

Object-Oriented Software Engineering PPT SLIDES

2011-12-06T06:55:00.001-08:00

Object-Oriented Software Engineering:
Practical Software Development using UML and Java
Second Edition Timothy C.Lethbridge and RobertLaganière

Download slides here

Zip file containing all theslides for the second edition of the book. These are very similar toslides for the first edition, except that they have been updated tocorrespond with the figures and section numbers in the second edition. Mostnotably, the UML is correct UML2.0 (the first edition covered UML 1.x).

Slides for the first edition of the book.

Software Engineering PPT SLIDES

2011-12-06T06:52:00.001-08:00

Software Engineering

Professor William Y. Arms

Text book :

Download slides here

Lecture 1, Introduction to Software Engineering.: PowerPoint

Lecture 2, The Software Process: PowerPoint

Lecture 3, Feasibility Studies and Requirements Definition: PowerPoint

Lecture 4, Management I: Project Management: PowerPoint

Lecture 5, Documentation and Requirements Analysis: PowerPoint

Lecture 6, Requirements Analysis and Specification: PowerPoint

Lecture 7, Management II: Business and Legal Aspects of Software Engineering: PowerPoint

Lecture 8, Source Code Management: PowerPoint

Lecture 9: Cancelled

Lecture 10, Formal Specification: PowerPoint

Lecture 11, Object-Oriented Design I: PowerPoint

Lecture 12, Object-Oriented Design II: PowerPoint

Lecture 13, Object-Oriented Design III: PowerPoint

Lecture 14, System Architecture I: Data Intensive Systems: PowerPoint

Lecture 15, System Architecture II: Distributed and Real Time Systems: PowerPoint

Lecture 16, System Architecture III: Distributed Objects: PowerPoint

Lecture 17, Design for Usability I: PowerPoint

Lecture 18, Design for Usability II: PowerPoint

Lecture 19, Performance of Computer Systems: PowerPoint

Lecture 20, Coding Standards: PowerPoint
Lecture 20 (Second Half), Tools for Debugging I: PowerPoint

Lecture 21, Dependable Systems I: Reliability: PowerPoint

Lecture 22, Dependable Systems II: Validation and Verification: PowerPoint

Lecture 23, Tools for Debugging II: (For slides, see Lecture 20)

Lecture 24, Legal Issues: PowerPoint

Lecture 25, Management III: Managing People: PowerPoint

Lecture 26, Risks in Software Engineering: PowerPoint

Lecture 27, Software Engineering as Engineering: PowerPoint

CMOS VLSI Design Methodologies PPT PDF SLIDES

2011-12-06T06:49:00.001-08:00

CMOS VLSI Design Methodologies PPT PDF SLIDES

Instructor: Prof. James Morizio

Textbook: M. Weste and D. Harris, CMOS VLSI Design (A Circuits and SystemsPerspective)", 3rd edition, Addison-Wesley, 2005.

Download slides here

Introduction (Lecture notes for 08/25/09)

CMOS Circuits (Lecture notes for 08/27/09)

MOS Theory (Lecture notes for 09/01/09 )

Fabrication (Lecture notes for 9/03/09)

Circuit Characterization (Lecture notes for 09/8/09, 9/15/09 and 9/17/09)

Interconnects (Lecture notes for 09/24/09)

StaticMos (Lecture notes for 9/29/09 and 10/01/09)

Project Proposal Presentations on 10/01/09

Dynamic CMOS (Lecture notes for 10/08/09 and 10/13/09)

Sequential Circuits Part 1 (Lecture notes for 10/15/09)

Sequential Circuits Part 2 (Lecture notes for 10/22/09)

Design Methods and Tools (Lecture notes for 10/27/09)

Circuit Pitfalls (Lecture notes for 10/29/09)

Project Proposal Presentations II on 11/03/09

Testing Part 1(Lecture notes for 11/10/09)

Testing Part 2(Lecture notes for 11/10/09)

Arithmetic Cicuits I (Lecture notes for 11/5/09 )

Arithmetic Cicuits II (Lecture notes for 11/12/09)

Memory Design (Lecture notes for 11/12/09)

Advanced Topics (Lecture notes for 11/12/09)

Social and Economic Networks: Models and Applications PPT PDF SLIDES

2011-12-06T06:45:00.001-08:00

Social and Economic Networks: Models and Applications PPT PDF SLIDES

The textbook for this course isNetworks, Crowds, and Markets: Reasoning About a Highly Connected World,Cambridge University Press, 2010, by David Easley and Jon Kleinberg

Download slides

Topic	Readings	Lecture Slides
º Introduction to Course º Examples of Social and Economic Networks	Ch.1	Slides
º Intro to Graph Theory	Ch.2	Slides
º Strong and Weak Ties º Bridges, Triadic Closure º Tie Strength	Ch.3.1-3.3	Slides
º Embeddedness, Structural Holes º Social Capital	Ch.3.4-3.5	Slides
º Homophily, selection, social influence º (plus wrap up of Ch.3)	Ch.4.1-4.2	Slides
º Affiliation networks º Link formation, closure º (plus a brief, informal aside on computational complexity)	Ch.4.3-4.4	Slides
º Segregation models	Ch.4.5	Slides
º Games º Best responses, equilibria	Ch.6.1-6.4	Slides
--	--	--
º Equilibrium selection º Mixed strategies	Ch.6.5-6.7	Slides
º Mixed strategies º Optimality º Extensive Form Games	Ch.6.8-6.9, Section C of 6.10	Slides
º Wrap up extensive form games (from last lecture) º Network models º Braess's Paradox	Ch.8.1-8.2	Slides
º Wrap up optimality and Braess Paradox (from last lecture) º Informal prelude to auctions (Ch.9)	Ch.8.1-8.2	Slides (all except last few slides overlaps with L10 and L11)
º Intro to Auctions º Second-price auctions	Ch.9.1-9.4	Slides
º First-price auctions º Equilibria (uniform valuations)	Ch.9.5, 9.7.A	Slides
º Other auction topics	Ch.9.6 (ignore all-pay auctions and just skim 9.7.B)	Slides
--	--	--
º Other auction topics (combinatorial auctions)	no readings	Slides
º The Web º Hypertext and associative memory º Web structure/graph	Ch.13	Slides
º Web search and ranking º Link analysis º Page rank	Ch.14.1-14.3	Slides
º Web search º Other forms of link analysis	Ch.14.4-14.5	Slides
º Sponsored search º The ad matching market º VCG Mechanism	Ch.15.1-15.3	Slides
º VCG Mechanism º GSP Auctions	Ch.15.3-15.8	Slides
º Matching Markets º Bipartite matchings º Preferences, Prices, and Market-clearing Prices	Ch.10.1-10.3	Slides
º Computing Clearing Prices º Computing Perfect Matching	Ch.10.4-10.6	Slides
º Enjoy the Holiday Break!	Catch up on next term's readings	--
º Two-sided matching problems º Stable marriage problems º Gale-Shapley algorithm	Material out of text (watch for slides/notes)	--
º Other two-sided matching problems º Kidney exchange networks	Material out of text (watch for slides/notes)	--
º Trading on networks º Equilibrium prices	Ch.11.1-11.3	--
º Trading on networks º Welfare, Profits, and Discussion	Ch.11.4-11.7	--

Advanced Graph Theory PPT PDF SLIDES

2011-12-06T06:36:00.001-08:00

Advanced Graph Theory PPT PDF SLIDES

Instructor : Aurobinda gupta

Textbook

Introduction to Graph Theory by Douglas West

Download slides here

Slides

Note: Slides only contain outlines, details will be discussed in class.

Slides in 4-slides-per-page form (zip file)

Introduction to Natural Language Processing

2011-12-06T06:32:00.001-08:00

Introduction to Natural Language Processing

Instructor: Andrew McCallum <mccallum@cs.umass.edu>

Description:
Natural LanguageProcessing addresses fundamental questions at the intersection of humanlanguages and computer science. How can computers acquire, comprehendand produce English? How can computational methods give us insight intoobserved human language phenomena? How can you get a job at Google? Inthis interdisciplinary introductory course, you will learn howcomputers can do useful things with human languages, such as translatefrom French into English, filter junk email, extract social networksfrom the web, and find the main topics in the day's news. You will alsolearn about how computational methods can help linguists explainlanguage phenomena, including automatic discovery of different word

extbook & Resources

Required book (reading online version is fine):

Jurafsky and Martin
"Speech and Language Processing"
Prentice Hall; (January 26, 2000)
ISBN: 0130950696

Second edition is available online.

Recommended book :

Lutz and Ascher
"Learning Python"
O'Reilly
ISBN: 0596002815

Additional sources of interest :

Manning and Schutze
"Statistical Natural Language Processing"
MIT Press; 1st edition (June 18, 1999)
ISBN: 0262133601

James Allen. Natural Language Understanding. The Benajmins/Cummings Publishing Company Inc. 1994. ISBN 0-8053-0334-0.

Tom Mitchell. Machine Learning. McGraw Hill, 1997. ISBN 0070428077

Cover, T. M. and J. A. Thomas: Elements of Information Theory. Wiley. 1991. ISBN 0-471-06259-6.

Charniak, E.: Statistical Language Learning. The MIT Press. 1996. ISBN 0-262-53141-0.

Jelinek, F.: Statistical Methods for Speech Recognition. The MIT Press. 1998. ISBN 0-262-10066-5.

Download slides here

Topics	Readings
Introduction and Overview Welcome,motivations, what is Natural Language Processing, hands-ondemonstrations. Ambiguity and uncertainty in language. The Turing test.Course outline and logistics. Questionaire. Handout. Slides.	JM Ch 1 Optional: MS Ch 1, historical overview.
Regular Expressions Chomskyhierarchy, regular languages, and their limitations. Finite-stateautomata. Practical regular expressions for finding and countinglanguage phenomena. A little morphology. In class demonstrations ofexploring a large corpus with regex tools. Slides.	JM Ch 2
Programming in Python Anintroduction to programming in Python. Why Python? Variables, numbers,strings, arrays, dictionaries, conditionals, iteration. The NLTK(Natural Language Toolkit), with demonstrations. Slides.	Refer to online programming resources, and Learning Python, at your own pace.
String Edit Distance and Alignment Keyalgorithmic tool: dynamic programming, first a simple example, then itsuse in optimal alignment of sequences. String edit operations, editdistance, and examples of use in spelling correction, and machinetranslation. Slides.	JM Ch 3.11 Optional extras: web
Context Free Grammars Constituency, CFG definition, use and limitations. Chomsky Normal Form.Top-down parsing, bottom-up parsing, and the problems with each. Thedesirability of combining evidence from both directions. Slides.	JM Ch 13.1-13-.3
Non-probabilistic Parsing EfficientCFG parsing with CYK, another dynamic programming algorithm. Also,perhaps, the Earley parser. Designing a little grammar, and parsingwith it on some test data. Slides.	JM Ch 13.4
Probability Introductionto probability theory--the backbone of modern natural languageprocessing. Events, and counting. Joint and conditonal probability,marginals, independence, Bayes rule, combining evidence. Examples ofapplications in natural language. (Plus: use a little calculus!?) Slides.
Information Theory Whatis information? Measuring it in bits. The "noisy channel model." The"Shannon game"--motivated by language! Entropy, cross-entropy,information gain. Its application to some language phenomena. Slides.	JM Ch 4.10-4.11
Information Theory, continued Including helpful a quiz.
Language modeling and Naive Bayes Probabilisticlanguage modeling and its applications. Markov models. N-grams.Estimating the probability of a word, and smoothing. Generative modelsof language. Their application to building an automatically-trainedemail spam filter, and automatically determining the language (English,French, German, Dutch, Finnish, Klingon?). Slides.	JM Ch 4.1-4.9
NO CLASS (This Tuesday follows UMass Monday schedule.) Optional midterm review session 5:00pm.
Midterm
Part of Speech Tagging and Hidden Markov Models Theconcept of parts-of-speech, examples, usage. The Penn Treebank andBrown Corpus. Probabilistic (weighted) finite state automata. HiddenMarkov models (HMMs), definition and use. Slides.	JM Ch 5
Viterbi Algorithm for Finding Most Likely HMM Path Dynamicprogramming with Hidden Markov Models, and its use for part-of-speechtagging, Chinese word segmentation, prosody, information extraction,etc. (No slides, board work only.)	JM Ch 6.1-6.4
Probabilistic Context Free Grammars Weighted context free grammars. Weighted CYK. Pruning and beam search. Slides.	JM Ch 12
Parsing with PCFGs Atreebank and what it takes to create one. The probabilistic version ofCYK. Also: How do humans parse? Experiments with eye-tracking. Modernparsers. Slides.	JM Ch 13
Maximum Entropy Classifiers The maximum entropy principle, and its relation to maximum likelihood.The need in NLP to integrate many pieces of weak evidence. Maximumentropy classifiers and their application to document classification,sentence segmentation, and other language tasks. Slides.	JM Ch 6.6-6.7
Maximum Entropy Markov Models & Conditional Random Fields Part-of-speech tagging, noun-phrase segmentation and informationextraction models that combine maximum entropy and finite-statemachines. State-of-the-art models for NLP. Guest lecture by Greg Druck.Slides.	JM Ch 6.8
Lexical Semantics Guest lecture by Chris Potts, Professor, UMass Linguistics. Slides.	JM Ch 24, Section 1
Dirichlet Multinomial Distributions Mathematics of Multinomial and Dirichlet distributions, Dirichlet as asmoothing for multinomials. Guest lecture by David Mimno. (No slides.)	JM Ch 20 (labeled as 19)
Project Proposals Student groups give short presentations on their project idea. Feedback from the rest of class.
Machine Translation Probabilistic models for translating French into English. Alignment, translation, language generation. IBM Model #1. Slides.	JM Ch 24
Machine Translation 2 IBM Model #2, and Expectation Maximization. MT evaluation. (Continuation of previous slides.)	JM Ch 24
NO CLASS (Thanksgiving Holiday)
Unsupervised Language Discovery Automatically discovering verb subcategorization. Slides.
Topic Models and Language in Social Networks Topic models. Language modeling integrated into social network analysis. (Continuation of previous slides.)
Pragmatics Guest lecture by Chris Potts, Professor, UMass Linguistics. Slides.	JM Ch 21.3 Selected readings.
Information Extraction & Reference Resolution Building a database of person & company relations from 10 years ofNew York Times. Building a database of job openings from 70k companyWeb pages. Various methods, including HMMs. Models of anaphoraresolution. Machine learning methods for coreference. Slides1 Slides2	JM Ch 22 Selected readings.

Natural Language Processing PDF SLIDES

2011-12-06T06:28:00.001-08:00

Natural Language Processing

Download lectures here

Jan 27
Introduction.
Herb Clark, Using Language, Chapter 1.
Daniel Jurafsky and James H. Martin, Speech and Language Processing, Chapter 1.
Matthew Stone, Conversational processes and communicative intentions in human-human and human-computer dialogue
Slides. Further reading:
James Allen
Barbara Grosz
Candace Sidner
Johanna Moore
Feb 3
Utterances.
Herb Clark, Using Language, Chapter 2.
Justine Cassell. Embodied Conversation: Integrating face and gesture into automatic spoken dialogue systems. In Luperfoy ed., Spoken Dialogue Systems
Slides. Further reading:
Elisabeth Andre
Justine Cassell
Julia Hirschberg
Catherine Pelachaud
Feb 10
Language and the world.
Matthew Stone, Knowledge representation for language engineering.
Slides. Further reading:
Johan Bos
Martha Palmer
James Pustejovsky
Lenhart Schubert
Rich Thomason
Feb 17
Canceled (snow).
Feb 24
Coordination, reference, discourse context and discourse structure.
Herb Clark, Using Language, Chapters 3 and 4.
Andrew Kehler. Discourse. Chapter 18 of Jurafsky and Martin Speech and Language Processing.
Slides. Further reading:
Andy Kehler
Alex Lascarides
Mark Steedman
Bonnie Webber
Mar 3
Discourse context and context change.
Herb Clark, Using Language, Chapters 5, 7 and 8.
Dan Jurafsky and James Martin. Speech and Language Processing Chapter 19.
Slides.
Program from class. Further reading:
Harry Bunt
Jonathan Ginzburg
David Traum
Mar 10
Computational approaches to syntactic representation.
Dan Jurafsky and James Martin. Speech and Language Processing Chapters 9 and 11.
Matthew Stone. Lexicalized grammar 101..
Slides. Further reading:
Anne Abeille
Bob Frank
Aravind Joshi
Edward Stabler
Mar 17
Spring break.
Mar 24
Syntactic analysis, incremental structure-building and incremental interpretation.
Slides. Further reading:
Eugene Charniak
Michael Collins
Mark Johnson
Christopher Manning
Mar 31
Syntax and semantics in natural language generation.
Matthew Stone, Christine Doran, Bonnie Webber, Tonia Bleam and Martha Palmer. Microplanning with communicative intentions: The SPUD system.
Slides. Further reading:
Kees van Deemter
Emiel Krahmer
Apr 7
Canceled (snow!).
Apr 14
Inducing NL resources from examples. Further reading:
John Chen
Marilyn Walker
Fei Xia

Computational Linguistics PPT PDF SLIDES

2011-12-06T06:25:00.001-08:00

Computational Linguistics PPT PDF SLIDES

Instructor AniNenkova

Course description:

This is an introductory course to computational linguistics, centered on the fundamentalquestions of how a machine can learn to analyze, understand and produce language. Thetopics covered include speech synthesis and recognition, syntactic parsing, semanticinterpretation, discourse and pragmatic inference, and sentiment analysis. Students willget familiar with standard practical tools and resources for automatic linguistic analysis.
Prerequisites:
Undergraduate students should have completed CIS 121 before enrolling.
Textbooks:

[REQUIRED] Steven Bird, Ewan Klein, and Edward Loper, Natural Language Processing with Python --- Analyzing Text with the Natural Language Toolkit, O'Reilly Media, 2009. (Free Online)

[OPTIONAL] Daniel Jurafsky and James H. Martin Speech andlanguage processing: An Introduction to Natural Language Processing,Computational Linguistics, and Speech Recognition, 2nd edition, Pearson Prentice Hall, 2008. (Available on Amazon)

[OPTIONAL] Chris Manning and Hinrich Shutze, Foundationsof Statistical Natural Language Processing, MIT Press, 1999. (Free Online)
Download slides here

Sep 7, Lecture 1: Welcome to CIS 430/530 (Slides: [PPTX] [PDF])

Sep 12, Lecture 2: From Frequency to Meaning: Vector Space Models of Semantics (Slides: [PPTX] [PDF]) [Related Reading]

Sep 14, Lecture 3: Introduction to Language Models (Slides: [PPT] [PDF])

Sep 19, Python/NLTK/matplotlib Tutorial, Part 1 (Slides: [PPT] [PDF])

Sep 21, Python/NLTK/matplotlib Tutorial, Part 2

Sep 26, Lecture 4: Language Models II (Slides: [PPT] [PDF])

Sep 28, Lecture 5: Morphology (Slides: [PPT] [PDF])

Oct 3, Lecture 6: Part of Speech Tagging (Slides: [PPT] [PDF])

Oct 5, Lecture 7: Hidden Markov Models (Slides: [PPT] [PDF])

Oct 12, Lecture 8: Dynamic programming algorithms (Slides: [PPT] [PDF]

Oct 17, Lecture 9: Formal Grammars (Slides: [PPT] [PDF])

Oct 19, Lecture 10: Parsing (Slides: [PPT] [PDF])

Oct 24, Lecture 11: Statistical parsing (Slides: [PPT] [PDF])

Oct 26, Lecture 12: Automatic summarization (Slides: [PPTX] [PDF])

Oct 31, Lecture 13: Content selection (Slides: [PPTX] [PDF])

Nov 2, Lecture 14: Evaluation (Slides: [PPTX] [PDF])

Nov 7, Lecture 15: Word sense disambiguation (Slides: [PPT] [PDF])

Nov 9, Lecture 16: Word similarity (Slides: [PPT] [PDF])

Nov 14, Lecture 17: Semantic Roles (Slides: [PPT] [PDF])

Nov 16, Lecture 18: Coreference resolution (Slides: [PPT] [PDF])

Nov 20, Lecture 19: Discourse coherence (Slides: [PPT] [PDF])

Nov 30, Lecture 20: Discourse coherence and readability (Slides: [PPT] [PDF])

Dec 5, Lecture 21, Guest lecture by Annie Louis: Twitter NLP (Slides: [PDF])

SPEECH and LANGUAGE PROCESSING PPT PDF SLIDES

2011-12-06T06:20:00.001-08:00

SPEECH and LANGUAGE PROCESSING PPT PDF SLIDES

An Introduction to Natural Language Processing,
Computational Linguistics, and Speech Recognition
Second Edition

by Daniel Jurafsky and James H. Martin

23/7/09 Lecture 1 : Introduction

27/7/09 Lecture 2 : Machine Learning and NLP

28/7/09 Lecture 3 : ArgMax Computation

30/7/09 Lecture 4 : WSD : WordNet

10/8/09 Lecture 5 : Wordnet; Application in Query Expansion

11/8/09 Lecture 6 : Wiktionary; semantic relatedness; how toread research papers

19/8/09 Lecture 7 : Measures of WordNet Similarity

19/8/09 Lecture 8 : Quiz 1

25/8/09 Lecture 9 : Resnick's Measure of WordNet Similarity

27/8/09 Lecture 10 : Parsing Algorithms

31/8/09 Lecture 11 : Evidence for Deeper Structure; Top Down Parsing Algorithms

31/8/09 Lecture 12 : Noun Structure; Top Down Parsing Algorithms- contd.

01/9/09 Lecture 13 : Non-noun Structure Parsing Algorithms

03/9/09 Lecture 14 : Probabilistic parsing; sequence labeling, PCFG [ pdf ]

07/9/09 Lecture 15 : Probabilistic parsing; PCFG (contd.) [ pdf ]

08/9/09 Lecture 16 : Probabilistic parsing; computing probability of a sentence [ pdf ]

10/9/09 Lecture 17 : PCFG; Arguments and Adjuncts [ pdf ]

22/9/09 Lecture 18 : Probabilistic parsing; inside-outside probabilities [ pdf ]

24/9/09 Lecture 19 : Speech : Phonetics

24/9/09 Lecture 20 : HMM - Combined Lecture with CS 621

29/9/09 Lecture 21 : Morphology - Guest Lecture by Mughdha Bapat [ pdf ]

30/9/09 Lecture 22 : Graphical Models for Sequence Labelling in NLP. - Guest Lecture by Anup Kulkarni

01/10/09 Lecture 22 : Graphical Models for Sequence Labelling in NLP (contd.). - Guest Lecture by Anup Kulkarni

05/10/09 Lecture 23 : Phonetics (contd.).

06/10/09 Lecture 24 : Consonants (place and manner of articulation) and Vowels.

08/10/09 Lecture 25 : Vowels (contd.) and a “grand” assignment.

09/10/09 Lecture 26 : Forward Backward probability; Viterbi Algorithm - Combined Lecture with CS 621

15/10/09 Lecture 27 : Phonology.

20/10/09 Lecture 28a : Sentiment Analysis and Opinions on the Web. - Guest Lecture by Aaditya Joshi.

20/10/09 Lecture 28b : Machine Translation and MT Tools - GIZA++ and Moses. - Guest Lecture by Nirdesh Chauhan [pdf ]

22/10/09 Lecture 29 : Text Entailment. - Guest Lecture by Prasad Pradip Joshi

26/10/09 Lecture 30 : POS Tagging.

27/10/09 Lecture 31 : Phonology; ASR, Speech Synthesis.

29/10/09 Lecture 32-33 : HMM and Viterbi.

02/11/09 Lecture 34 : Precision, Recall, F-score, Map.

03/11/09 Lecture 35 : Semantic Relations; UNL; Towards Dependency Parsing.

05/11/09 Lecture 36 : UNL.

11/11/09 Lecture 37 : Semantic Role Extraction.

11/11/09 Lecture 38-39 : Baum Welch Algorithm; HMM training.

Logic and Formal Systems PPT PDF SLIDES

2011-12-06T06:15:00.001-08:00

Logic and Formal Systems PPt slides

Instructors

Download slides here

Subject	Slides	Notes
Introduction	Slides 01 in color Slides 01 in B/W	-
Traditional Logic	Slides 02 in color Slides 02 in B/W	Notes on Traditional Logic Coq script used in lecture Coq cheat sheet (v1) Cheat sheet for traditional logic
Induction and Propositional Logic	Slides 03a in color (Induction) Slides 03a in B/W (Induction) Slides 03b in color (Propositional Logic) Slides 03b in B/W (Propositional Logic)	Notes on Induction Coq script (induction) used in lecture Notes on Propositional Logic Coq script (propositional logic) used in lecture
Propositional Logic II; Predicate Logic I	Slides 04a in color (Propositional Logic II) Slides 04a in B/W (Propositional Logic II) Slides 04b in color (Predicate Logic I) Slides 04b in B/W (Predicate Logic I)	Notes Propositional Logic II Notes Predicate Logic I
Predicate Logic II	Slides 05a in color (Predicate Logic II) Slides 05a in B/W (Predicate Logic II) Slides 05b (Insights into Coq proofs)	Notes Predicate Logic II Coq script on variable scoping Cheat sheet (explicit propositions vs builtin propositions) Cheat sheet on predicate logic
Induction; midterm	midterm test (including solutions) Coq script for midterm (Questions 8, 9 and 10) (For practicing, take a look at last year's midterm test, including solutions) Slides 06 on induction (but the notes on induction given as suplementary reading in the next week are better)	-
An application of SAT solving An application of theorem proving Induction in Coq	Slides 07a in color (Propositional Logic: Application of SAT Solving) Slides 07a in B/W (Propositional Logic: Application of SAT Solving) Slides 07b in color (Application of predicate logic and increasing trustworthiness) Coq script on induction	Notes on formal induction
Modal Logic I	Slides 08 in color Slides 08 in B/W	Notes on Modal Logic I
Modal Logic II	Slides 09 in color Slides 09 in B/W	Notes on Modal Logic I (including Coq) Coq script on Modal Logic I
Program verification I	Slides 10 in Color (Program verification I)	Notes on Hoare Logic (covering I and II, updated)
Program verification II	Slides 11a in Color (Program verification II) Slides 11b in Color (Semantics of Hoare Logic)	Notes on Hoare Logic (covering I and II, updated)
The lambda calculus	Slides 12

Quantum Computing PPT PDF SLIDES

2011-12-06T06:11:00.001-08:00

Quantum Computing PPT PDF SLIDES

Four Lectures on Quantum Computing given at Oxford University

Download slides

Lecture 1: A Rosetta Stone for Quantum Computing

Lecture 2: Quantum Algorithms and Beyond
Lecture 3: Distributed Quantum Computing
Lecture 4: Topological Quantum Computing and the Jones Polynomial

Quantum Information and Quantum Computation PPT PDF SLIDES

2011-12-06T06:06:00.001-08:00

Quantum Information and Quantum Computation PPT PDF SLIDES

Professor

Wim van Dam

Textbook

An Introduction to Quantum Computation, Phillip Kaye, Raymond Laflamme and Michele Mosca, Oxford University Press, 2008.
Before buying this book, you might want to print out its first chapter, which is available for free.

Description

Introduction to quantum computing with an emphasis on the computer science part of the field
Topics that will be covered are: elementary quantum mechanics, quantuminformation, quantum gates and circuits, quantum circuit complexity,teleportation, quantum cryptography, Shor's quantum algorithm forfactoring integers and discrete logarithms, Grover's quantum searchingalgorithm, lower bounds in quantum computation, quantum errorcorrection and fault tolerant quantum computation.

Download slides here

Lecture 1: Speaker: Samuel Lomonaco, UMBC
Title: A Rosetta Stone for Quantum Computing
Lecture 2: Speaker: Peter Shor, MIT

Title: Quantum Algorithms

Lecture 3: Speaker: Patrick Hayden, McGill Univ.
Title: Concentrations of Measure Effects in Quantum Information

Lecture 4: Speaker: Daniel Gottesman, Perimeter Inst.
Title: Quantum Error Correction & Fault Tolerance

Lecture 5: Speaker: Howard Brandt, USARL
Title: Riemannian Geometry of Quantum Computation (not yet available)

Lecture 6: Speaker: Louis Kauffman, UIC
Title: Topology & Quantum Computing

Lecture 7: Speaker: Samuel Lomonaco, UMBC
Title: Quantum Knots & Mosaics

Programming II for Engineers PPT PDF SLIDES

2011-12-06T05:55:00.001-08:00

Programming II for Engineers PPT PDF SLIDES

Thomas J. Watson School of Engineering, Applied Science and Technology

Download here :

Embedded System PPT PDF SLIDES

2011-12-06T05:47:00.001-08:00

Embedded System PPT PDF SLIDES

Instructor : Dick Steflik

Text:

Building Embedded Linux Systems - O'Reilly

Description:The use of single-board computer systems as the embedded processingelements for consumer and industrial products. Storage hierarchies,rotating and non-rotating storage devices. Parallel and serialinterfacing standards. Architecture and application of small formfactor, single board computers used to solve consumer and industrialproblems. Application and use of small computer operating systems. Thiscourse has a directed laboratory in which students will get hands-onexperience with interfacing and the application of small form factordevices including embedded web servers, single-board computer systemsand mixed signal programmable systems on chip.

Download slides here

Introduction
ATtiny2313 Introduction
Universal Synchronous/Asynchronous Receiver/Transmitter (USARTs)
Fuses
Universal Serial Interface (USI)
Inter-Integrated Circut (I2C) Bus
Timer/Counters
AT32AP7000 Intro
Linux
GPIO
JTAGICE mk II
AVR32 USART
Buildroot
User Interfaces (CGI)
Memory and File Systems

Internet and Mobile Programming PPT PDF SLIDES

2011-12-06T05:41:00.001-08:00

Internet and Mobile Programming PPT PDF SLIDES

Instructor : Dick Steflik

Text (suggested):

Android Wireless Application Development; Pub - Addison Wesley
Learn Objecctive C on the Mac, Dalrympole and Knaster - Amazon $2363
iOS Programming: The Big Nerd Ranch (2nd Ed), Conway and Hillegass - Amazon $27.26
Notes and Internet Readings

References:
Core Java; Addison-Wesley
The Java Language Specification; Gosling, Joy & Steel; Addison Wesley
The Java Application Programming Interface; Gosling, Yellin & Java Team; Addison Wesley

Description:
The course will focus on the design and development of Java based client-server programs meant run on either the Internet or an intranet. Topics to be examined include: sockets programming, two and three tier application architectures, peer-to-peer computing, database connectivity, scalability, TCP/IP, Internet protocols, distributed object computing, CORBA, and Java RMI.

Download ppt slides here

Intro to Android (Powerpoint)

Android App Lifecycle (Powerpoint)

Intro to TCP/IP (Powerpoint)

Network Security PPT PDF SLIDES

2011-12-06T05:37:00.001-08:00

Network Security PPT PDF SLIDES

Instructor : Dick Steflik

Text:

Required - Network Security Essentials (2nd Edition, ISBN 0-13-035128-8) by William Stallings

Assigned Internet Reading Assignments

References:
Core Java; Addison-Wesley
The Java Application Programming Interface; Gosling, Yellin & Java Team; Addison Wesley

Download slides here :

Ethics (Powerpoint)

Security Introduction (Powerpoint)

Firewalls (Powerpoint)

Hackers (Powerpoint)

TCPIP, Security Perspective I(Powerpoint)

TCPIP, Security Perspective II(Powerpoint)

Sockets and Services(Powerpoint)

Internet Command Message Protocol (ICMP) (PPT)

Scanning(Powerpoint)

Promiscuous NIC Detection (PDF)

Symmetric Encryption (PPT)

Packet Sniffing (PPT)

Simplified DES (PPT)

Public Key Cryptography and RSA (PPT)

Web Security and SSL (PPT)

Packet Filtering (PPT)

Network Address Translation (PPT)

Proxy Servers (PPT)

Virtual Private Networks (PPT)

IPSec (PPT)

Application and Circuit Gateways (PPT)

PHP Security (PPT)

SELinux (PPT)

Web Security (PPT)

Viruses and Worms(PPT)

Bots and Botnets (PPT)

Authentication Services(PPT)

Buffer Overflow Exploits (PPT)

Buffer Overflow Exploits (HTML)

Attack Profiles (PPT)

Raw Sockets (PPT)

Raw Sockets Tutorial - by Mixter for BlackCode Magazine

Security Tools (PPT)

Intrusion Detection (PPT)

Intrusion Detection - U.Va Research (PPT)

Cryptography and Network Security PPT PDF SLIDES

2011-12-06T05:22:00.001-08:00

Cryptography and Network Security, Fourth Edition PPT PDF SLIDES

Author : williamstallings

Download slides here

Introduction

Classical Cryptography

Information Theory

Block Ciphers

Public Key Cryptography I

Public Key Cryptography II

Public Key Cryptography III

Logic in Computer Science PPT PDF SLIDES

2011-12-06T05:07:00.001-08:00

Logic in Computer Science PPT PDF SLIDES

Instructor : Konstantin Korovin

Download slides:

	topic	chapters	slides
1	Introduction. Propositional Logic.	2, 3	slides
2	Propositional Logic. Satisfiability.	3	slides
3	Satisfiability Checking.	4	slides
4	Polarity. CNF	4, 5	slides
5	CNF and clausal form. Unit propagation	5	slides
6	Optimised Definitional Transformation. DLL.	5	slides
7	SAT and Randomisation.	8	slides
8	Semantic Tableaux.	9	slides
9	BDDs and OBDDs	10	slides
10	OBDD Algorithms.	10	slides
11	Quantified Boolean Formulas.	11	slides
12	Quantified Boolean Formulas.	11	slides
13	Satisfiability Checking for QBF.	11	slides
14	Satisfiability Checking for QBF.	11	slides
15	Propositional Logic of Finite Domains.	12	slides
16	Transition Systems and Temporal Properties.	13	slides
17	Transition Systems and Temporal Properties. Kripke Structures	13, 14	slides
18	LTL	14	slides
19	LTL	14	slides
20	LTL	14	slides
21	LTL	14	slides
22	Model Checking	15	slides

LOGIC for COMPUTER SCIENCE

2011-12-06T05:04:00.001-08:00

LOGIC for COMPUTER SCIENCE PPT slides

Professor: Anita Wasilewska

Course Texbook

AN INTRODUCTION TO CLASSICAL and NON-CLASSICAL LOGICS
Anita Wasilewska

Full Book Text and Lecture Slides are in Downloads

Course Reading Book

Introduction to Mathematical Logic, Fourth Edition
Elliot Mendelson

Course Content

The course will follow the book very closely and in particular we will cover some, or all of the following chapters and subjects.

Chapter 1: Introduction: Mathematical Paradoxes and Computer Science Puzzles

Chapter 2: Introduction to Classical Propositional Logic

Chapter 3: Propositional Languages

Chapter 4: Classical Propositional Semantics

Chapter 5: Some Extentional Three and Many Valued Logics Semantics

Chapter 6: Classical tautologies, Logical Equivalences and Equivalences of Languages
Chapter 7: General Proof Systems
Chapter 8: Hilbert Proof Systems; Deduction Theorem
Chapter 9: Two Proofs of Propositional Classical Logic Completeness Theorem
Chapter 10: Introduction to Intuitionistic Logic; Conectionsbetween Classical and Intuitionistic Logics.
Chapter 11: Classical Automated Proof systems: RS and original Gentzen
Chapter 12: Gentzen Proof System for Intuitionistic Logic.
Chapter 13: Classical Predicate Logic: Hilbert Formalization
Chapter 14: Classical Predicate Logic: Automated Proof System QRS
Chapter 15: Hilbert and Gentzen Proof Systems for Intuitionistic Predicate Logic
Chapter 16: Introduction to Modal Logics, Modal S4 and S5 and their connections with Intuitionistic logic.

Book Slides

Chapter 1: Introduction: Mathematical Paradoxes and Computer Science Puzzles Slides
Chapter 2: Introduction to Classical Propositional Logic Slides
Chapter 3: Propositional Languages Slides
Chapter 4: Classical Propositional Semantics Slides
Chapter 5: Some Extentional Three and Many Valued Logics emantics Slides
Chapter 6, part 1: Propositional Tautologies Examples Slides
Chapter 6, part 2: Definability of Connectives, Languages Equivalence Slides
Chapter 5, 6 Examples Slides
Chapter 7: General Proof Systems Slides
Chapter 8: Hilbert Proof Systems; Deduction Theorem Slides
Chapter 8: Formal Proofs in H2 Examples Slides
Chapter 8: Proof of Deduction Theorem Slides
Chapter 9, System S and Completeness Theorem Slides
Chapter 9, Proof 1 of Completeness Theorem and Examples Slides
Chapter 9, Part 2: Proof 2 of Completeness Theorem Slides
Chapter 10, Introduction to Intuitionistic Logic, Part 1 Slides
Chapter 10, Introduction to Intuitionistic Logic, Part 2 Slides
Chapter 11, Part 1: RS System Definition and Overview
Chapter 11, Part 2: RS System: Decomposition Trees
Chapter 11, Part 3: RS System: Proof of Completeness Theorem
Chapter 11, Part 4: Gentzen Proof System for Classical Logic Slides
Chapter 12, Gentzen Proof System for Intuitionistic Logic, Part 1 Slides
Chapter 12, Gentzen Proof System for Intuitionistic Logic, Part 2 Slides
Chapter 12, Gentzen Proof System for Intuitionistic Logic, Part 3 Slides
GL, GI: FEW PROBLEMS
Chapter 13, Predicate Languages, Slides
Chapter 13, System QRS, Slides

Book Chapters

Chapter 1: Introduction
Chapter 2: Indroduction to Classical Propositional Logic
Chapter 3: Propositional Languages
Chapter 4: Classical Propositional Semantics
Chapter 5 Some Extensional Multivalued Semantics
Chapter 6 Classical Tautologies and Logical Equivalences
Chapter 7 General Proof Systems
Chapter 8 Hilbert Proof Systems, Deduction Theorem
Chapter 9 Propositional Logic Completeness Theorem - NEW
Chapter 10 Introduction to Intuitionistic Logic
Chapter 11 Gentzen Style Proof Systems for Classical Logic
Chapter 12 Gentzen Proof System for Intuitionistic Logic
Chapter 13, Predicate languages
Chapter 13, Part 1: System QRS Definition and Examples
Chapter 13, Part 2: System QRS Completeness
Chapter 14, Part 1: Hilbert System for Predicate Logic
Chapter 14, Part 2: Hilbert System for Predicate Logic

Computer Architecture: Parallelism and Locality

2011-12-06T04:52:00.001-08:00

Computer Architecture: Parallelism and Locality

Instructor Mattan Erez

Description: Two major challenges facing computer architects today are dealing withtight power budgets and achieving high performance as off-chipbandwidth diminishes in comparison with available on-chip computeresources. In this course we will explore how the fundamentalproperties of locality and parallelism can be utilized in both hardwareand software to overcome these challenges of power and bandwidthconstraints. We will develop hardware cost models and hardware andsoftware techniques through a combination of structured lectures, paperreading, discussions, homework assignments, programming labs, and acollaborative project. Examples of architectures and methods that willbe covered include traditional general-purpose processors, massivelyparallel processors, parallel memory systems, parallel programming andexecution models, shared memory systems, distributed shared memorysystems, domain decomposition techniques, and cache-aware andcache-oblivious algorithms (tentative syllabus below).

Text :
There is no required textbook for this class, however, you may find the following useful:

Timothy G. Mattson, Beverly A. Sanders, Berna L. Massingill, “Patterns for parallel programming”, 2005, Addison-Wesley Boston.
David B. Kirk and Wen-Mei Hwu, “Programming Massively Parallel Processors: A Hands-on Approach”, 2010, Morgan Kaufmann.

Download Slides :

Lecture	Topic (notes)
1	Introduction
2	Locality in CPUs
3	Locality + Cache aware
4	Locality + Cache oblivious
5	Wires/Interconnect
6	Wires II
7	Wire Alternatives + HW Parallelism
8	HW Parallelism (I) (pptx/pdf)
9	HW Parallelism (II)(pptx/pdf)
10	SW Parallelism (I) (pptx/pdf)
11	SW Parallelism (II) (pptx/pdf)
12	SW Parallelism (III) (pptx/pdf)
13	SW Parallelism (IV) (pptx/pdf)
14	SW Parallelism (V) (pptx/pdf)
15	GPU and Graphics Intro
16	NVIDIA GPUs (I) (pptx/pdf)
17	NVIDIA GPUs (II) (pptx/pdf)
18	NVIDIA GPUs (III) (pptx/pdf)
19	NVIDIA GPUs (IV) (pptx/pdf)
20	NVIDIA GPUs (V) (pptx/pdf)
21	NVIDIA GPUs (VI) + CUDA (I) (pptx/pdf)
22	CUDA (pptx/pdf)
23	Memory Systems (pptx/pdf)
24	Quiz
25	Memory (II) + Heterogeneous (I)
26	Heterogeneous (II)
27	Conclusions (and reliability)

Design and Programming of Game Consoles

2011-12-06T04:45:00.001-08:00

Design and Programming of Game Consoles

Course Description
In this course, we will explore game console architectures, parallelprocessors and GPU architectures. The course will provide backgroundknowledge of programming in a game console architecture to betterunderstand the hardware. The course will cover architectures inXbox360, playstation3, NVIDIA GPUs, Nintendo DS (ARM processors), SoCDesign, Tegra and other emerging game platforms.
The course focuses on the microarchitecture level of both traditionalarchitectures and game console architectures. We will learn thedetails of how processors will work through programmingassignments. The first 3 lab assignments will cover GPGPU programming(programming using graphics processors) and the following 3 labassignments will cover Nintendo DS Programming to better understandembedded processors.

Topics:
- Game console architectures (Xbox360, playstation3, NVIDIA GPU, Intel Larrabee, ARM processors)
- GPU architectures
- GPGPU programming (CUDA programming, OpenCL programming)
- Microarchitecture
- Game console programming (Nintendo DS)
- OpenGL ES
Textbooks: There is no required textbook for the course.
Suggested books: - [H&P]Computer Architecture, 4th Edition by Hennessy and Patterson
- [RTR] Read-time rendering, 3rd edition, by Tomas Akenine-Moller, Eric Haines, Naty Hoffman
- Other papers and websites (please see the class homepage)

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Week	Topics	Friday (Programming)
1	Introduction

2	Xbox 360 and backgrounds of architecture	CUDA programming basic

3	Xbox360	CUDA-II CUDA programming advanced
	Graphics Hardware
4	G80 Architecture	CUDA programming optimization

5	G80 Architecture, Graphics Processors, Xbox 360 GPU	Review Quiz-I

6	Quiz-I	Lab #2 review
	Game workloads and simulations (2/16 class time is changed)
7	Graphics platforms, OpenGL ES	Ray tracing with CUDA

8	Class presentations (emerging architectures)

9	ATI Graphics Processors, Sandy Bridge	Open CL

10	ATI GPGPU ARM Processors	Nitendo DS programming Basic

12	ARM Processors, ARM ISAs	NDS programming

13	Tegra ARM, ARMGPU,	NDS programming

14	LRB, Cell architecture	Parallel programming patterns

15	MIPS (PSP)	Project progress meetings
	Intel Atom
16	mobile platforms Final Project presentation/review

High-Performance Computer Architecture

2011-12-06T04:40:00.001-08:00

High-Performance Computer Architecture

Instructor: Prof. Hyesoon Kim
Course Description :
This is a graduate-level course on how the computer works. In this course, we will review fundamental structures in modern microprocessor and computer system architecture design. We will cover computer organization, instruction set design, memory system design, pipelining, cache coherence protocols, memory schedulers, power/energy, prefetching and other techniques to explore instruction level parallelism and thread level parallelism. We will also cover system level topics such as storage subsystems. We will also have case studies as to how modern microprocessors are designed.

Text book:
No required text book.
Recommended books
Computer Architecture: A Quantitative Approach, 4th Edition by John Hennessy and David Patterson.
Microprocessor architecture, Jean-Loup Baer, Cambridge.

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No	Topics	Readings
1	Course introduction, Metrics, Review pipeline	H&P AppA/Ch1 or Baer Ch1/Ch2
	Simulation, PA #1
2	Dependences	H&P Ch2/Ch3 or Baer Ch3
	register renaming
3	Out-of-order processor, instruction scheduling and commit	H&PCh2/Ch3,Baer Ch3.1-Ch3.3 [MA1][MA2]
	Branch prediction
4	Branch prediction	H&PCh2, BaerCh4, [BP1][BP2]

5	cache DRAM	AppC
		H&PCh5, [CAC1][CAC2] BaerCh6
6	Guest Lecture: Joe Bungo (ARM)

7	Memory-II

8	prefetcher	[MEMSCH1][MEMSCH2]
9	Guest lecture (10/20)	[PREF]

10	Multi-processors and multi-threading, MIS Cache coherence	H&P Ch.4, Baer Ch.8

11	Multi-cores and cache coherence Synchronization, consistency	Ch4,[SC]
		Ch 4, [MC]
12	Introduction to GPUs
		[TES]
13	interrupts&exceptions , Power	H&P Ch2, H&P AppG, [PRED][INT][PWR1][PWR2][PWR3]
14	11/22,11/24	Static Instruction Scheduling	Thanksgivig Holidays(11/24)

Operating Systems PPT PDF SLIDES

2011-12-06T04:21:00.001-08:00

Operating Systems PPT PDF SLIDES

Professor: Jerry Breecher, jb@cs.wpi.edu

Course Description

This course provides a graduate-level introduction to the theory anddesign of multi-programmed operating systems. Some of the topic areascovered include concurrent processes, process communication,input/output supervisors, memory management, resource allocation, andprocess scheduling. Selected topics in distributed operating systemswill also be addressed.

Textbook

Any of these editions will work fine:Silberschatz, Abraham, Peter B. Glavin and Greg Gagne,
Operating System Concepts, Eighth Update Edition ISBN: 978-1-1181-1273-1
Operating System Concepts, Eighth Edition, John Wiley ISBN: 978-0-470-12872-5
Operating System Concepts, Eighth Edition, E-Book: Wiley Desktop Edition ISBN 978-0-470-47298-9
I expect that you can use the Seventh edition at a considerably lower price.

A book that contains a lot of great material (and which I will be referencing) is:
Doeppner, Thomas, Operating Systems in Depth John Wiley ISBN:978-0-471-68723-8

Download Lectures

Lecture Title	PowerPoint
Overview	Overview.ppt
Components	Structures.ppt
Project	Start_Here.ppt
Processes	Processes.ppt
Threads	Threads.ppt
Scheduling	Scheduling.ppt
Synchronization	Synchronization.ppt
Deadlocks	Deadlocks.ppt
Memory Management	Mem_Mgmt.ppt
Virtual Memory	Virtual_Memory.ppt Intel.ppt
File Systems	File_Sys.ppt
IO Systems	IO_Systems.ppt
Distributed Systems	Dist_Sys.ppt
Distributed File System	Dist_File_Sys.ppt
Distributed Coordination	Dist_Coord.ppt
Security	Security.ppt

Computer Systems Architecture

2011-12-06T04:17:00.001-08:00

Computer Systems Architecture

Download slides here

Lec #	Topic
L1	Introduction, What is computer architecture, and why should I care? ppt pdf
L2	Technology Trends, Instruction set architecture (ISA) I ppt pdf
L3	ISA II ppt pdf
L4	ISA III ppt pdf
L5	Computer Arithmetic, ALU design ppt pdf
L6	Assessing Computer System Performance ppt pdf
L7	Microarchitecture Review ppt pdf
L8	Multicycle execution and performance analysis ppt pdf
L9	Pipelining I (Owen Hofmann/Vitaly Shmatikov, guest lecture) ppt pdf
L10	Pipelining II ppt pdf
L11	Pipelining III ppt pdf
L12	Introduction to hardware description languages (Verilog) ppt pdf more-pdf(with permission from MIT) alu.tar shift.tar (ALU and shift register verilog example files. Extract with tar xvf alu.tar)
L13	Caches I ppt pdf
L14	Caches II ppt pdf
L15	Caches III ppt pdf
L16	Main Memory ppt pdf
L17	Virtual Memory I ppt pdf
L18	Virtual Memory II ppt pdf(Owen Hofmann/Vitaly Shmatikov, guest lecture)
L19	Virtual Memory III ppt pdf
Ex2
L20	Instruction-level parallelism (ILP) I ppt pdf
L21	Instruction-level parallelism (ILP) II ppt pdf
L22	Instruction-level parallelism (ILP) III ppt pdf
L23	Multiprocessor architectures I ppt pdf
L24	Multiprocessor architectures II ppt pdf
	Thankgiving Holiday
L26	Virtual machines
L27	Review and Wrapup ppt pdf

Introduction to Operating Systems

2011-12-06T04:12:00.001-08:00

Introduction to Operating Systems

Professor Remzi Arpaci-Dusseau (7357 CS)

Download slides here

09/06 Intro ²	09/08 Processes ^{4 5 6}
09/13 Scheduling ^{7 8}	09/15 Mem Mgmt ¹²
09/20 Paging ¹⁷	09/22 Paging: TLBs ¹⁸
09/27 Paging: Smaller ¹⁹	09/29 Beyond Physical ^{20 21}
10/04 Threads ²⁵	10/06 Locks(II)
10/11 Locks ²⁷	10/13 CVs ²⁹
10/18 Semaphores ³⁰	10/20 Deadlock ³¹
10/25 I/O/Disks ^{35 36}	10/27 RAID ³⁷
11/01 File Systems ³⁸	11/03 FS Impl ³⁹
11/08 FFS ⁴⁰	11/10 Journaling ⁴¹
11/15 LFS ⁴²	11/17 SSDs
11/29 DistSys	12/01 NFS ⁴⁸
12/06 AFS ⁴⁹	12/08 Google
12/13 Virtual Machines ^A1	12/15 Security

Algorithms and Data Structures PPT PDF SLIDES

2011-12-06T04:02:00.001-08:00

Algorithms and Data Structures PPT PDF SLIDES

Description. This course surveys the most important algorithms and data structures inuse on computers today. Particular emphasis is given to algorithms forsorting, searching, and string processing. Fundamental algorithms in anumber of other areas are covered as well, including geometricand graph algorithms. The coursewill concentrate on developing implementations, understanding theirperformance characteristics, and estimating their potentialeffectiveness in applications.

Course website. The course website

http://www.princeton.edu/~cos226

includes links to course content, including programming assignments,exercises, lecture slides, and old exams.You will also use it to submit programming assignments.Readings. The following textbook is required.It contains a wealth of information beyond what we can cover in lecture; it is certain to enhance your understandingof algorithms and data structures.

Algorithms, 4th Edition by Robert Sedgewick and Kevin Wayne, Addison-Wesley Professional, 2011,ISBN 0-321-57351-X.

Slides download here:

TOPIC	SLIDES	READINGS	DEMOS
Intro · Union Find	1up · 4up	1.5	Quick-union
Analysis of Algorithms	1up · 4up	1.4	Binary search
Stacks and Queues	1up · 4up	1.3	Dijkstra 2-stack
Elementary Sorts	1up · 4up	2.1	Selection · Insertion · Shuffle · Graham
Mergesort	1up · 4up	2.2	Merging
Quicksort	1up · 4up	2.3	Partitioning
Priority Queues	1up · 4up	2.4	Heap · Heapsort
Elementary Symbol Tables · BSTs	1up · 4up	3.1–3.2	BST
Geometric Applications of BSTs	1up · 4up	–	Kd tree · Interval search tree
Balanced Search Trees	1up · 4up	3.3	Red-black BST · GrowingTree
Hash Tables	1up · 4up	3.4	–
Midterm Exam		–	–
Undirected Graphs	1up · 4up	4.1	DFS · BFS
Directed Graphs	1up · 4up	4.2	DFS · Topological sort
Minimum Spanning Trees	1up · 4up	4.3	Greedy · Kruskal · Prim
Shortest Paths	1up · 4up	4.4	Dijkstra · Acyclic · Bellman-Ford
Maximum Flow	1up · 4up	6.4	Ford-Fulkerson
String Sorts	1up · 4up	5.1	Key-indexed counting · String sorts
Tries	1up · 4up	5.2	Trie
Substring Search	1up · 4up	5.3	KMP
Regular Expressions	1up · 4up	5.4	NFA simulation · NFA construction

Data Compression	1up · 4up	5.5	Huffman · LZW
Reductions	1up · 4up	–	–
Combinatorial Search	1up · 4up	–	The Longest Path

DOWNLOAD FREE ENGINEERING LECTURES NOTES PPT PDF SLIDES EBOOKS SEMINARS

Algorithm Design PPT PDF SLIDES

Algorithm Design PDF SLIDES

Author: Kevin Wayne

Text Book:Algorithm Designby Jon Kleinberg and Éva Tardos.

Download slides here:

Multimedia and Graphics PPT PDF SLIDES

Algorithms in Bioinformatics PPT SLIDES

SOFTWARE ENGINEERING PRESSMAN PPT SLIDES

SOFTWARE ENGINEERING PRESSMAN PPT SLIDES

Book :

Download slides here :

pressman software engineering ppt pdf slides

Introduction to Automata Theory, Languages, and Computation PPT PDF SLIDES

Automata and Formal Languages PDF SLIDES Sipser Michael, Introduction to the Theory of Computation

Automata and Formal Languages PDF Slides

Recommended Books

Topics Covered

Database Systems PPT SLIDES

Database Systems

INSTRUCTOR:

TEXTBOOK:

Software Engineering PPT PDF SLIDES

Powerpoint Source

PDF

Object-Oriented Software Engineering PPT SLIDES

Software Engineering PPT SLIDES

CMOS VLSI Design Methodologies PPT PDF SLIDES

CMOS VLSI Design Methodologies PPT PDF SLIDES

Instructor: Prof. James Morizio

Textbook: M. Weste and D. Harris, CMOS VLSI Design (A Circuits and SystemsPerspective)", 3rd edition, Addison-Wesley, 2005.

Download slides here

Social and Economic Networks: Models and Applications PPT PDF SLIDES

Social and Economic Networks: Models and Applications PPT PDF SLIDES

The textbook for this course isNetworks, Crowds, and Markets: Reasoning About a Highly Connected World,Cambridge University Press, 2010, by David Easley and Jon Kleinberg

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Advanced Graph Theory PPT PDF SLIDES

Advanced Graph Theory PPT PDF SLIDES

Instructor : Aurobinda gupta

Textbook

Slides

Introduction to Natural Language Processing

Introduction to Natural Language Processing

extbook & Resources

Natural Language Processing PDF SLIDES

Natural Language Processing

Download lectures here

Computational Linguistics PPT PDF SLIDES

Computational Linguistics PPT PDF SLIDES

Instructor AniNenkova

SPEECH and LANGUAGE PROCESSING PPT PDF SLIDES

SPEECH and LANGUAGE PROCESSING PPT PDF SLIDES

An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition Second Edition

by Daniel Jurafsky and James H. Martin

Logic and Formal Systems PPT PDF SLIDES

Logic and Formal Systems PPt slides

Instructors

Quantum Computing PPT PDF SLIDES

Quantum Information and Quantum Computation PPT PDF SLIDES

Quantum Information and Quantum Computation PPT PDF SLIDES

Professor

Textbook

Description

Programming II for Engineers PPT PDF SLIDES

Programming II for Engineers PPT PDF SLIDES

Thomas J. Watson School of Engineering, Applied Science and Technology

Download here :

Embedded System PPT PDF SLIDES

Embedded System PPT PDF SLIDES

Instructor : Dick Steflik

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Internet and Mobile Programming PPT PDF SLIDES

Internet and Mobile Programming PPT PDF SLIDES

Instructor : Dick Steflik

Network Security PPT PDF SLIDES

Network Security PPT PDF SLIDES

Instructor : Dick Steflik

Cryptography and Network Security PPT PDF SLIDES

Cryptography and Network Security, Fourth Edition PPT PDF SLIDES

Author : williamstallings

An Introduction to Natural Language Processing,
Computational Linguistics, and Speech Recognition
Second Edition

Text book:
No required text book.
Recommended books
Computer Architecture: A Quantitative Approach, 4th Edition by John Hennessy and David Patterson.
Microprocessor architecture, Jean-Loup Baer, Cambridge.