awesome-courses

Course catalog

Lists and describes various computer science courses with their resources and topics.

books List of awesome university courses for learning Computer Science!

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Linked from 11 awesome lists

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Awesome CS Courses / Courses / Systems
CS 61C

Awesome CS Courses / Courses / Systems / CS 61C
Lecture Videos
Lecture Notes
Resources
Old Exams

Awesome CS Courses / Courses / Systems
CS 107

Awesome CS Courses / Courses / Systems / CS 107
Lecture Videos
Assignments

Awesome CS Courses / Courses / Systems
CS 140

Awesome CS Courses / Courses / Systems / CS 140
Lecture Notes
Assignments

Awesome CS Courses / Courses / Systems
6.004

Awesome CS Courses / Courses / Systems / 6.004
Youtube Playlist
Lecture Notes
Labs-Assignments

Awesome CS Courses / Courses / Systems
CS 162

Awesome CS Courses / Courses / Systems / CS 162 / The purpose of this course is to teach the design of operating systems and operating systems concepts that appear in other advanced systems. Topics we will cover include concepts of operating systems, systems programming, networked and distributed systems, and storage systems, including multiple-program systems (processes, interprocess communication, and synchronization), memory allocation (segmentation, paging), resource allocation and scheduling, file systems, basic networking (sockets, layering, APIs, reliability), transactions, security, and privacy
David Culler Operating Systems course by the Chair of EECS, UC Berkeley
Lecture Videos Spring 2015 lectures
Lecture Notes Spring 2015 lectures

Awesome CS Courses / Courses / Systems
CS 168

Awesome CS Courses / Courses / Systems / CS 168
Lecture Notes & Assignments
Discussion Notes

Awesome CS Courses / Courses / Systems
CS 179

Awesome CS Courses / Courses / Systems / CS 179
Assignments
Lecture Notes

Awesome CS Courses / Courses / Systems
CS 186

Awesome CS Courses / Courses / Systems / CS 186
Lecture Videos
Lecture Notes
Projects

Awesome CS Courses / Courses / Systems
CS 241

Awesome CS Courses / Courses / Systems / CS 241
Assignments
Labs
Github Page
Crowd Sourced Book 5,520 almost 5 years ago

Awesome CS Courses / Courses / Systems
CS 425

Awesome CS Courses / Courses / Systems / CS 425
Lectures
Assignments

Awesome CS Courses / Courses / Systems
CS 452

Awesome CS Courses / Courses / Systems / CS 452
Assignments
Lecture notes

Awesome CS Courses / Courses / Systems
CS 2043

Awesome CS Courses / Courses / Systems / CS 2043
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Systems
CS 3410

Awesome CS Courses / Courses / Systems / CS 3410
Lectures
Assignments

Awesome CS Courses / Courses / Systems
CS 4410

Awesome CS Courses / Courses / Systems / CS 4410
Syllabus
Lectures

Awesome CS Courses / Courses / Systems
CS 4414

Awesome CS Courses / Courses / Systems / CS 4414
Syllabus
Lectures

Awesome CS Courses / Courses / Systems
CS 5412

Awesome CS Courses / Courses / Systems / CS 5412
book Taught by one of the stalwarts of this field, Prof Ken Birman, this course has a fantastic set of slides that one can go through. The Prof's is also a gem and recommended as a must read in Google's tutorial on
Slides

Awesome CS Courses / Courses / Systems
CSCE 3613 An introduction to operating systems including topics in system structures, process management, storage management, files, distributed systems, and case studies

Awesome CS Courses / Courses / Systems / CSCE 3613
Syllabus
Assignments
Lecture Notes
Readings

Awesome CS Courses / Courses / Systems
CSCI-UA.0202: Operating Systems (Undergrad)

Awesome CS Courses / Courses / Systems / CSCI-UA.0202: Operating Systems (Undergrad)
Assignments
Lectures
Old Exams

Awesome CS Courses / Courses / Systems
CSCI 360
CSCI 493.66
CSCI 493.75
Hack the Kernel

Awesome CS Courses / Courses / Systems / Hack the Kernel
Dr.Geoffrey Challen For the processor, memory, and disks, we discuss how the operating system allocates each resource and explore the design and implementation of related abstractions. We also establish techniques for testing and improving system performance and introduce the idea of hardware virtualization. Programming assignments provide hands-on experience with implementing core operating system components in a realistic development environment. Course by
Syllabus
Slides
Video lectures
Assignments
Old Exams

Awesome CS Courses / Courses / Systems
ECE 459

Awesome CS Courses / Courses / Systems / ECE 459
Lecture slides 72 over 9 years ago

Awesome CS Courses / Courses / Systems
ECGR4101/5101

Awesome CS Courses / Courses / Systems / ECGR4101/5101
Lecture Videos
Lecture Notes

Awesome CS Courses / Courses / Systems
PODC

Awesome CS Courses / Courses / Systems / PODC
Book
Assignments and Solutions

Awesome CS Courses / Courses / Systems
SPAC
6.824

Awesome CS Courses / Courses / Systems / 6.824
Assignments Just do
Readings

Awesome CS Courses / Courses / Systems
6.828

Awesome CS Courses / Courses / Systems / 6.828
Assignments
Lectures
Videos Note: These are student recorded cam videos of the 2011 course. The videos explain a lot of concepts required for the labs and assignments

Awesome CS Courses / Courses / Systems
CSEP 552

Awesome CS Courses / Courses / Systems / CSEP 552
Lectures of a previous session are available to watch

Awesome CS Courses / Courses / Systems
15-213

Awesome CS Courses / Courses / Systems / 15-213
Lecture Notes
Videos
Assignments

Awesome CS Courses / Courses / Systems
15-319/619

Awesome CS Courses / Courses / Systems / 15-319/619
Lecture Notes
Videos

Awesome CS Courses / Courses / Systems
15-410

Awesome CS Courses / Courses / Systems / 15-410
Lecture Notes
Assignments

Awesome CS Courses / Courses / Systems
15-418

Awesome CS Courses / Courses / Systems / 15-418
Assignments
Lecture Notes
Lecture Videos
Readings

Awesome CS Courses / Courses / Systems
15-440

Awesome CS Courses / Courses / Systems / 15-440
Assignments

Awesome CS Courses / Courses / Systems
15-721

Awesome CS Courses / Courses / Systems / 15-721
Assignments
Lecture Videos
Readings

Awesome CS Courses / Courses / Systems
15-445/645

Awesome CS Courses / Courses / Systems / 15-445/645
Assignments
Lecture Videos
Readings

Awesome CS Courses / Courses / Systems
15-749

Awesome CS Courses / Courses / Systems / 15-749
Readings

Awesome CS Courses / Courses / Systems
18-447

Awesome CS Courses / Courses / Systems / 18-447
Onur Mutlu Very comprehensive material on Computer Architecture - definitely more than just "introduction". Online material is very user-friendly, even the recitation videos available online. This is the Spring'15 version by Prof
Lectures and Recitation
Homeworks 7 HWs with answer set as well
Readings

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 75

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 75
incremental approach to compiler design Modelled after the influential paper on , this course teaches how to build a compiler in OCaml
Course on Github
Notes 41 over 8 years ago

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 91

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 91
Pyret Uses the programming language & book to understand the fundamentals of programming languages
Labs

Awesome CS Courses / Courses / Programming Languages / Compilers
CIS 194

Awesome CS Courses / Courses / Programming Languages / Compilers / CIS 194
Previous semester also available, with more exercises

Awesome CS Courses / Courses / Programming Languages / Compilers
CIS 198

Awesome CS Courses / Courses / Programming Languages / Compilers / CIS 198
Assignments 198 over 1 year ago

Awesome CS Courses / Courses / Programming Languages / Compilers
CMSC 430

Awesome CS Courses / Courses / Programming Languages / Compilers / CMSC 430
Lecture Notes
Assignments

Awesome CS Courses / Courses / Programming Languages / Compilers
Corsopl Lecture Notes - Readings
COS 326

Awesome CS Courses / Courses / Programming Languages / Compilers / COS 326
Lectures
Assignments

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 143

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 143
Home
Syllabus
Lectures
Assignments
CS143 - 2011

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 164

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 164
Lecture Videos
Code for Assignments

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 173

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 173
HtDP Course by Prof. Krishnamurthi (author of ) and numerous other on programming languages. Uses a custom designed programming language to teach the concepts. There was an hosted in 2012, which includes all lecture videos for you to enjoy
Videos
Assignments

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 223

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 223
Lectures
Assignments

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 240h

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 240h
Lecture Slides
Lab1 3 Assignments: , ,

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 421 Course that uses OCaml to teach functional programming and programming language design

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 421
Lectures
Videos
Assignments
Exams

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 3110

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 3110
Lecture Slides
Assignments

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 4120

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 4120
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 4400

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 4400
Syllabus
Lecture Notes/Resources

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 4610

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 4610
Lecture Notes
Assignments

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 5114

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 5114
Syllabus
Lectures

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 5142

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 5142
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 5470

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 5470
fantastic blog If you're a fan of Prof Matt's writing on his you ought to give this a shot. The course covers the design and implementation of compilers, and it explores related topics such as interpreters, virtual machines and runtime systems. Aside from the Prof's witty take on the page has tons of interesting links on programming languages, parsing and compilers
Lecture Notes
Projects

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 6118

Awesome CS Courses / Courses / Programming Languages / Compilers / CS 6118
Syllabus
Lectures

Awesome CS Courses / Courses / Programming Languages / Compilers
CSC 253
CSE 341

Awesome CS Courses / Courses / Programming Languages / Compilers / CSE 341
Lectures and Videos
Assignments and Tests

Awesome CS Courses / Courses / Programming Languages / Compilers
CSE P 501

Awesome CS Courses / Courses / Programming Languages / Compilers / CSE P 501
Lectures
Assignments, Tests, and Solutions

Awesome CS Courses / Courses / Programming Languages / Compilers
DMFP

Awesome CS Courses / Courses / Programming Languages / Compilers / DMFP
Lecture Videos
Assignments

Awesome CS Courses / Courses / Programming Languages / Compilers
PCPP
6.945

Awesome CS Courses / Courses / Programming Languages / Compilers / 6.945
Assignments : Extensive programming assignments, using MIT/GNU Scheme. Students should have significant programming experience in Scheme, Common Lisp, Haskell, CAML or other "functional" language
Readings

Awesome CS Courses / Courses / Programming Languages / Compilers
CS 696
L28

Awesome CS Courses / Courses / Algorithms
CS 61B

Awesome CS Courses / Courses / Algorithms / CS 61B
Full Lecture Materials Lecture of Spring 2016. This website contains full matrials including video links, labs, homeworks, projects. Very good for self-learner. Also a good start for Java. And it includes some other useful resources for Java Documentation, Data Structure Resources, Git/GitHub and Java Development Resources
Labs The link to labs and projects is included in the website
Lecture Videos

Awesome CS Courses / Courses / Algorithms
CS 97SI

Awesome CS Courses / Courses / Algorithms / CS 97SI
Lectures and Assignments 1,606 almost 4 years ago

Awesome CS Courses / Courses / Algorithms
CS 224

Awesome CS Courses / Courses / Algorithms / CS 224
Lecture Videos ( )
Assignments

Awesome CS Courses / Courses / Algorithms
CS 261

Awesome CS Courses / Courses / Algorithms / CS 261
Lecture Notes, Videos & Assignments ( )

Awesome CS Courses / Courses / Algorithms
CS 473/573

Awesome CS Courses / Courses / Algorithms / CS 473/573
Lecture Notes
Labs and Exams

Awesome CS Courses / Courses / Algorithms
CS 2150 114 almost 2 years ago

Awesome CS Courses / Courses / Algorithms / CS 2150
Lectures
Assignments

Awesome CS Courses / Courses / Algorithms
CS 4820

Awesome CS Courses / Courses / Algorithms / CS 4820
Lectures
Syllabus

Awesome CS Courses / Courses / Algorithms
CSCI 104

Awesome CS Courses / Courses / Algorithms / CSCI 104
Lectures
Labs
Assignments
Additional Resources

Awesome CS Courses / Courses / Algorithms
CSCI 135

Awesome CS Courses / Courses / Algorithms / CSCI 135
Lectures and Assignments

Awesome CS Courses / Courses / Algorithms
CSCI 235

Awesome CS Courses / Courses / Algorithms / CSCI 235
Lectures and Assignments

Awesome CS Courses / Courses / Algorithms
CSCI 335

Awesome CS Courses / Courses / Algorithms / CSCI 335
Lectures and Assignments

Awesome CS Courses / Courses / Algorithms
CSE 331

Awesome CS Courses / Courses / Algorithms / CSE 331
Lectures, Assignments, and Exams

Awesome CS Courses / Courses / Algorithms
CSE 373

Awesome CS Courses / Courses / Algorithms / CSE 373
book Prof Steven Skiena's no stranger to any student when it comes to algorithms. His seminal has been touted by many to be best for . In addition, he's also well-known for tutoring students in competitive . If you're looking to brush up your knowledge on Algorithms, you can't go wrong with this course
Lecture Videos

Awesome CS Courses / Courses / Algorithms
ECS 122A

Awesome CS Courses / Courses / Algorithms / ECS 122A
Dan Gusfield Taught by in 2010, this course is an undergraduate introduction to algorithm design and analysis. It features traditional topics, such as Big Oh notation, as well as an importance on implementing specific algorithms. Also featured are sorting (in linear time), graph algorithms, depth-first search, string matching, dynamic programming, NP-completeness, approximation, and randomization
Syllabus
Lecture Videos
Assignments

Awesome CS Courses / Courses / Algorithms
ECS 222A

Awesome CS Courses / Courses / Algorithms / ECS 222A
Dan Gusfield This is the graduate level complement to the ECS 122A undergraduate algorithms course by in 2011. It assumes an undergrad course has already been taken in algorithms, and, while going over some undergraduate algorithms topics, focuses more on increasingly complex and advanced algorithms
Lecture Videos
Syllabus
Assignments

Awesome CS Courses / Courses / Algorithms
6.INT

Awesome CS Courses / Courses / Algorithms / 6.INT
Handouts
Topics Covered

Awesome CS Courses / Courses / Algorithms
6.006

Awesome CS Courses / Courses / Algorithms / 6.006
Lecture Videos
Assignments
Readings
Resources
Old Exams

Awesome CS Courses / Courses / Algorithms
6.046J/18.410J

Awesome CS Courses / Courses / Algorithms / 6.046J/18.410J
6.006 This is an intermediate algorithms course with an emphasis on teaching techniques for the design and analysis of efficient algorithms, emphasizing methods of application. Topics include divide-and-conquer, randomization, dynamic programming, greedy algorithms, incremental improvement, complexity, and cryptography. This course assumes that students know how to analyze simple algorithms and data structures from having taken . It introduces students to the design of computer algorithms, as well as analysis of sophisticated algorithms
Lecture Videos
Lecture Notes
Assignments
Resources
Old Exams

Awesome CS Courses / Courses / Algorithms
6.851

Awesome CS Courses / Courses / Algorithms / 6.851
Advanced Algorithms This is an advanced DS course, you must be done with the course before attempting this one
Lectures Contains videos from sp2012 version, but there isn't much difference
Assignments contains the calendar as well

Awesome CS Courses / Courses / Algorithms
6.854/18.415J

Awesome CS Courses / Courses / Algorithms / 6.854/18.415J
NB on to access the

Awesome CS Courses / Courses / Algorithms
6.854J/18.415J

Awesome CS Courses / Courses / Algorithms / 6.854J/18.415J
Lecture Videos - Spring 2016
Lecture Notes
Assignments
Readings
Resources

Awesome CS Courses / Courses / Algorithms
15-451/651

Awesome CS Courses / Courses / Algorithms / 15-451/651
Manuel Blum The required algorithms class that go in depth into all basic algorithms and the proofs behind them. This is one of the heavier algorithms curriculums on this page. Taught by Avrim Blum and who has a Turing Award due to his contributions to algorithms. Course link includes a very comprehensive set of reference notes by Avrim Blum

Awesome CS Courses / Courses / Algorithms
16s-4102

Awesome CS Courses / Courses / Algorithms / 16s-4102
Lecture Videos & Homeworks ( )

Awesome CS Courses / Courses / CS Theory
CIS 500

Awesome CS Courses / Courses / CS Theory / CIS 500
Lectures and Assignments
Textbook

Awesome CS Courses / Courses / CS Theory
CS 103
CS 173

Awesome CS Courses / Courses / CS Theory / CS 173
Textbook Written by the professor. Includes Instructor's Guide
Assignments
Exams

Awesome CS Courses / Courses / CS Theory
CS 276
CS 278
CS 374

Awesome CS Courses / Courses / CS Theory / CS 374
Assignments/Exams
Lecture Notes/Labs
Lecture videos

Awesome CS Courses / Courses / CS Theory
CS 3110

Awesome CS Courses / Courses / CS Theory / CS 3110
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / CS Theory
CS 3220

Awesome CS Courses / Courses / CS Theory / CS 3220
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / CS Theory
CS 4300

Awesome CS Courses / Courses / CS Theory / CS 4300
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / CS Theory
CS 4810

Awesome CS Courses / Courses / CS Theory / CS 4810
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / CS Theory
CS 6810

Awesome CS Courses / Courses / CS Theory / CS 6810
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / CS Theory
CSCE 3193

Awesome CS Courses / Courses / CS Theory / CSCE 3193
Syllabus
Notes
Assignments
Practice Exams

Awesome CS Courses / Courses / CS Theory
6.045

Awesome CS Courses / Courses / CS Theory / 6.045
Syllabus
Lecture Notes
Lecture Videos

Awesome CS Courses / Courses / Introduction to CS
CS 10

Awesome CS Courses / Courses / Introduction to CS / CS 10
Snap*!* (based on Scratch by MIT)
Curriculum

Awesome CS Courses / Courses / Introduction to CS
CS 50

Awesome CS Courses / Courses / Introduction to CS / CS 50
Lectures
Problem Sets
edX The course can also be taken from
here The course's OpenCourseware resides

Awesome CS Courses / Courses / Introduction to CS
CS 61A

Awesome CS Courses / Courses / Introduction to CS / CS 61A
Lecture Videos
Lecture Resources by Type
Lecture Resources by Topic
Additional Resources
Practice Problems
Extra Lectures

Awesome CS Courses / Courses / Introduction to CS
CS 61AS

Awesome CS Courses / Courses / Introduction to CS / CS 61AS
Lecture Videos
Assignments and Notes

Awesome CS Courses / Courses / Introduction to CS
CS 101
CS 106A

Awesome CS Courses / Courses / Introduction to CS / CS 106A
Lecture Videos
Assignments
All materials in a zip file

Awesome CS Courses / Courses / Introduction to CS
CS 106B

Awesome CS Courses / Courses / Introduction to CS / CS 106B
Lectures
Assignments
All materials in a zip file

Awesome CS Courses / Courses / Introduction to CS
CS 107

Awesome CS Courses / Courses / Introduction to CS / CS 107
Lectures
Assignments

Awesome CS Courses / Courses / Introduction to CS
CS 109

Awesome CS Courses / Courses / Introduction to CS / CS 109
http://otfried.org/courses/cs109/index.html [Lectures] ( )
http://otfried.org/courses/cs109/index.html [Assignments] ( )

Awesome CS Courses / Courses / Introduction to CS
CS 1109

Awesome CS Courses / Courses / Introduction to CS / CS 1109
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Introduction to CS
CS 1110

Awesome CS Courses / Courses / Introduction to CS / CS 1110
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Introduction to CS
CS 1112

Awesome CS Courses / Courses / Introduction to CS / CS 1112
Syllabus
Lectures
Assignments
Projects

Awesome CS Courses / Courses / Introduction to CS
CS 1115

Awesome CS Courses / Courses / Introduction to CS / CS 1115
Syllabus
Lectures
Projects

Awesome CS Courses / Courses / Introduction to CS
CS 1130

Awesome CS Courses / Courses / Introduction to CS / CS 1130
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Introduction to CS
CS 1133

Awesome CS Courses / Courses / Introduction to CS / CS 1133
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Introduction to CS
CS 1410-2 and

Awesome CS Courses / Courses / Introduction to CS / CS 1410-2
Professor Matthew Flatt An intro course in the spirit of SICP designed by (one of the lead designers of Racket and author of HtDP). Mostly Racket and C, and a bit of Java, with explanations on how high level functional programming concepts relate to the design of OOP programs. Do this one before SICP if SICP is a bit too much
Lectures and Assignments 1
Lectures and Assignments 2
Textbook
Racket Language

Awesome CS Courses / Courses / Introduction to CS
CS 2110

Awesome CS Courses / Courses / Introduction to CS / CS 2110
lectures CS 2110 is an intermediate-level programming course and an introduction to computer science. Topics include program design and development, debugging and testing, object-oriented programming, proofs of correctness, complexity analysis, recursion, commonly used data structures, graph algorithms, and abstract data types. Java is the principal programming language. The course syllabus can easily be extracted by looking at the link to
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Introduction to CS
CS 4302

Awesome CS Courses / Courses / Introduction to CS / CS 4302
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Introduction to CS
CSCE 2004

Awesome CS Courses / Courses / Introduction to CS / CSCE 2004
Syllabus
Notes
Assignments
Practice Exams

Awesome CS Courses / Courses / Introduction to CS
CSCI E-1
CS-for-all

Awesome CS Courses / Courses / Introduction to CS / CS-for-all
Lectures and Other resources

Awesome CS Courses / Courses / Introduction to CS
6.001

Awesome CS Courses / Courses / Introduction to CS / 6.001
Lectures
Textbook ( , )
IDE

Awesome CS Courses / Courses / Introduction to CS
6.005

Awesome CS Courses / Courses / Introduction to CS / 6.005
Lectures Notes/Assignments

Awesome CS Courses / Courses / Machine Learning
DEEPNLP

Awesome CS Courses / Courses / Machine Learning / DEEPNLP
Lectures 15,683 over 1 year ago

Awesome CS Courses / Courses / Machine Learning
CS20si

Awesome CS Courses / Courses / Machine Learning / CS20si
Assignments 10,330 almost 4 years ago available on Github

Awesome CS Courses / Courses / Machine Learning
COMS 4771

Awesome CS Courses / Courses / Machine Learning / COMS 4771
Tony Jebara Course taught by introduces topics in Machine Learning for both generative and discriminative estimation. Material will include least squares methods, Gaussian distributions, linear classification, linear regression, maximum likelihood, exponential family distributions, Bayesian networks, Bayesian inference, mixture models, the EM algorithm, graphical models, hidden Markov models, support vector machines, and kernel methods
Lectures and Assignments

Awesome CS Courses / Courses / Machine Learning
CS 109

Awesome CS Courses / Courses / Machine Learning / CS 109
Lectures
Slides
Labs and Assignments
2014 Lectures
2013 Lectures

Awesome CS Courses / Courses / Machine Learning
CS 156

Awesome CS Courses / Courses / Machine Learning / CS 156
Lectures
Homework
Textbook

Awesome CS Courses / Courses / Machine Learning
CS 189

Awesome CS Courses / Courses / Machine Learning / CS 189
Notes
Homework

Awesome CS Courses / Courses / Machine Learning
CS 224d

Awesome CS Courses / Courses / Machine Learning / CS 224d
Syllabus
Lectures and Assignments

Awesome CS Courses / Courses / Machine Learning
CS 229r

Awesome CS Courses / Courses / Machine Learning / CS 229r
Lectures ( )
Assignments

Awesome CS Courses / Courses / Machine Learning
CS 231n

Awesome CS Courses / Courses / Machine Learning / CS 231n
Lecture Notes
Lecture Videos
Github Page

Awesome CS Courses / Courses / Machine Learning
CS 287

Awesome CS Courses / Courses / Machine Learning / CS 287
Lectures Notes
Assignments

Awesome CS Courses / Courses / Machine Learning
CS 395T

Awesome CS Courses / Courses / Machine Learning / CS 395T
Lectures and Assignments

Awesome CS Courses / Courses / Machine Learning
CS 4780

Awesome CS Courses / Courses / Machine Learning / CS 4780
Syllabus
Lectures

Awesome CS Courses / Courses / Machine Learning
CS 4786

Awesome CS Courses / Courses / Machine Learning / CS 4786
Assignments
Lectures

Awesome CS Courses / Courses / Machine Learning
CVX 101

Awesome CS Courses / Courses / Machine Learning / CVX 101
Textbook The course concentrates on recognizing and solving convex optimization problems that arise in applications. Topics addressed include the following. Convex sets, functions, and optimization problems. Basics of convex analysis. Least-squares, linear and quadratic programs, semidefinite programming, minimax, extremal volume, and other problems. Optimality conditions, duality theory, theorems of alternative, and applications. Interior-point methods. Applications to signal processing, statistics and machine learning, control and mechanical engineering, digital and analog circuit design, and finance. - -

Awesome CS Courses / Courses / Machine Learning
DS-GA 1008

Awesome CS Courses / Courses / Machine Learning / DS-GA 1008
Yann Lecun This increasingly popular course is taught through the Data Science Center at NYU. Originally introduced by , it is now led by , although Prof. Lecun is rumored to still stop by from time to time. It covers the theory, technique, and tricks that are used to achieve very high accuracy for machine learning tasks in computer vision and natural language processing. The assignments are in Lua and hosted on Kaggle
Course Page
Recorded Lectures

Awesome CS Courses / Courses / Machine Learning
EECS E6893 & EECS E6895

Awesome CS Courses / Courses / Machine Learning / EECS E6893 & EECS E6895
Dr. Ching-Yung Lin Taught by
Course Site

Awesome CS Courses / Courses / Machine Learning
EECS E6894

Awesome CS Courses / Courses / Machine Learning / EECS E6894
Readings
Assignments
Lecture Notes

Awesome CS Courses / Courses / Machine Learning
EE103

Awesome CS Courses / Courses / Machine Learning / EE103
Stephen Boyd The course covers the basics of matrices and vectors, solving linear equations, least-squares methods, and many applications. It'll cover the mathematics, but the focus will be on using matrix methods in applications such as tomography, image processing, data fitting, time series prediction, finance, and many others. EE103 is based on a book that and are currently writing. Students will use a new language called to do computations with matrices and vectors
Lectures
Book
Assignments
Code

Awesome CS Courses / Courses / Machine Learning
Fast.ai Introduction to Machine Learning for Coders

Awesome CS Courses / Courses / Machine Learning / Fast.ai Introduction to Machine Learning for Coders
Lecture Videos
Lecture Notes
Jupyter Notebooks 26,291 about 1 month ago

Awesome CS Courses / Courses / Machine Learning
Info 290

Awesome CS Courses / Courses / Machine Learning / Info 290
Lecture Videos
Previous Years coursepage

Awesome CS Courses / Courses / Machine Learning
Machine Learning: 2014-2015

Awesome CS Courses / Courses / Machine Learning / Machine Learning: 2014-2015
Torch 8,998 about 2 years ago The course focusses on neural networks and uses the deep learning library (implemented in Lua) for exercises and assignments. Topics include: logistic regression, back-propagation, convolutional neural networks, max-margin learning, siamese networks, recurrent neural networks, LSTMs, hand-writing with recurrent neural networks, variational autoencoders and image generation and reinforcement learning
Lectures and Assignments
Source code

Awesome CS Courses / Courses / Machine Learning
StatLearning

Awesome CS Courses / Courses / Machine Learning / StatLearning
An Introduction to Statistical Learning, with Applications in R The lectures cover all the material in which is a more approachable version of the (or ESL) book

Awesome CS Courses / Courses / Machine Learning
10-601

Awesome CS Courses / Courses / Machine Learning / 10-601
Lectures
Project Ideas and Datasets

Awesome CS Courses / Courses / Machine Learning
10-708

Awesome CS Courses / Courses / Machine Learning / 10-708
Lecture Videos
Assignments
Lecture notes
Readings

Awesome CS Courses / Courses / Machine Learning
11-785
CS246

Awesome CS Courses / Courses / Machine Learning / CS246
Lecture Videos
Assignments
Lecture notes
Readings

Awesome CS Courses / Courses / Machine Learning
CS276

Awesome CS Courses / Courses / Machine Learning / CS276
Lecture notes
Readings

Awesome CS Courses / Courses / Machine Learning
Practical_RL 5,918 28 days ago

Awesome CS Courses / Courses / Machine Learning / Practical_RL
Syllabus 5,918 28 days ago

Awesome CS Courses / Courses / Machine Learning
UvA DEEP LEARNING

Awesome CS Courses / Courses / Machine Learning / UvA DEEP LEARNING
Lecture Videos & Notes
Practicals
Readings

Awesome CS Courses / Courses / Security
CIS 4930 / CIS 5930

Awesome CS Courses / Courses / Security / CIS 4930 / CIS 5930
W. Owen Redwood Course taught by and . It covers a wide range of computer security topics, starting from Secure C Coding and Reverse Engineering to Penetration Testing, Exploitation and Web Application Hacking, both from the defensive and the offensive point of view
Lectures and Videos
Assignments

Awesome CS Courses / Courses / Security
CS 155
CS 161
CS 259
CS 261
CS 5430

Awesome CS Courses / Courses / Security / CS 5430
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Security
CSCI 4968 5,477 almost 3 years ago

Awesome CS Courses / Courses / Security / CSCI 4968
RPISEC This repository contains the materials as developed and used by to teach Modern Binary Exploitation at in Spring 2015. This was a university course developed and run solely by students to teach skills in vulnerability research, reverse engineering, and binary exploitation
Lectures Notes
Labs 5,477 almost 3 years ago
Projects 5,477 almost 3 years ago

Awesome CS Courses / Courses / Security
CSCI 4976 3,767 about 2 years ago

Awesome CS Courses / Courses / Security / CSCI 4976
RPISEC This repository contains the materials as developed and used by to teach Malware Analysis at in Fall 2015. This was a university course developed and run solely by students, primarily using the

Awesome CS Courses / Courses / Security
EECS 588

Awesome CS Courses / Courses / Security / EECS 588
J. Alex Halderman Taught by who has analyzed the security of Electronic Voting Machines in the and
Readings book by Michael Sikorski and Andrew Honig, to teach skills in reverse engineering, malicious behaviour, malware, and anti-analysis techniques
Lectures Notes 3,767 about 2 years ago
Labs 3,767 about 2 years ago
Projects 3,767 about 2 years ago

Awesome CS Courses / Courses / Security
6.857

Awesome CS Courses / Courses / Security / 6.857
Lecture Notes Emphasis on applied cryptography and may include: basic notion of systems security, cryptographic hash functions, symmetric cryptography (one-time pad, stream ciphers, block ciphers), cryptanalysis, secret-sharing, authentication codes, public-key cryptography (encryption, digital signatures), public-key attacks, web browser security, biometrics, electronic cash, viruses, electronic voting, Assignments include a group final project. Topics may vary year to year

Awesome CS Courses / Courses / Security
6.858

Awesome CS Courses / Courses / Security / 6.858
James Mickens Taught by and
Video Lectures and Labs
Quizzes
Readings
Final Projects

Awesome CS Courses / Courses / Security
18-636

Awesome CS Courses / Courses / Artificial Intelligence
CS 188

Awesome CS Courses / Courses / Artificial Intelligence / CS 188
Lectures
Projects
Exams

Awesome CS Courses / Courses / Artificial Intelligence
CS 4700

Awesome CS Courses / Courses / Artificial Intelligence / CS 4700
Assignments
Lectures

Awesome CS Courses / Courses / Artificial Intelligence
CS 6700

Awesome CS Courses / Courses / Artificial Intelligence / CS 6700
Syllabus
Lectures
Readings

Awesome CS Courses / Courses / Artificial Intelligence
6.868J

Awesome CS Courses / Courses / Artificial Intelligence / 6.868J
Marvin Minsky This course is an introduction, by Prof. , to the theory that tries to explain how minds are made from collections of simpler processes. It treats such aspects of thinking as vision, language, learning, reasoning, memory, consciousness, ideals, emotions, and personality. It incorporates ideas from psychology, artificial intelligence, and computer science to resolve theoretical issues such as wholes vs. parts, structural vs. functional descriptions, declarative vs. procedural representations, symbolic vs. connectionist models, and logical vs. common-sense theories of learning
Lectures
Assignments
Readings

Awesome CS Courses / Courses / Computer Graphics
CAP 5415

Awesome CS Courses / Courses / Computer Graphics / CAP 5415
Lectures and Videos
Assignments

Awesome CS Courses / Courses / Computer Graphics
CIS 581

Awesome CS Courses / Courses / Computer Graphics / CIS 581
Lectures
Assignments

Awesome CS Courses / Courses / Computer Graphics
CMU 462

Awesome CS Courses / Courses / Computer Graphics / CMU 462
Lectures and Readings
Assignments and Quizes

Awesome CS Courses / Courses / Computer Graphics
CS 378 77 almost 10 years ago

Awesome CS Courses / Courses / Computer Graphics / CS 378
Lectures 77 almost 10 years ago

Awesome CS Courses / Courses / Computer Graphics
CS 4620

Awesome CS Courses / Courses / Computer Graphics / CS 4620
Assignments
Exams

Awesome CS Courses / Courses / Computer Graphics
CS 4670

Awesome CS Courses / Courses / Computer Graphics / CS 4670
Assignments
Lectures

Awesome CS Courses / Courses / Computer Graphics
CS 6670

Awesome CS Courses / Courses / Computer Graphics / CS 6670
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Computer Graphics
CSCI 1230

Awesome CS Courses / Courses / Computer Graphics / CSCI 1230
Lectures
Labs
Demos

Awesome CS Courses / Courses / Computer Graphics
CSCI-GA.2270-001

Awesome CS Courses / Courses / Computer Graphics / CSCI-GA.2270-001
Lectures

Awesome CS Courses / Courses / Misc
AM 207

Awesome CS Courses / Courses / Misc / AM 207
Lecture Videos
Assignments
Lecture Notes

Awesome CS Courses / Courses / Misc
CS 75

Awesome CS Courses / Courses / Misc / CS 75
Ming Y. Chow The course taught by teaches game development initially in PyGame through Python, before moving on to addressing all facets of game development. Topics addressed include game physics, sprites, animation, game development methodology, sound, testing, MMORPGs and online games, and addressing mobile development in Android, HTML5, and iOS. Most to all of the development is focused on PyGame for learning principles
Text Lectures
Assignments
Labs

Awesome CS Courses / Courses / Misc
CS 50

Awesome CS Courses / Courses / Misc / CS 50
CS50 This course picks up where Harvard College’s leaves off, focusing on the development of 2D and 3D interactive games. Students explore the design of such childhood games as Super Mario Bros., Legend of Zelda, and Portal in a quest to understand how video games themselves are implemented. Via lectures and hands-on projects, the course explores principles of 2D and 3D graphics, animation, sound, and collision detection using frameworks like Unity and , as well as languages like Lua and C#. By class’s end, students will have programmed several of their own games and gained a thorough understanding of the basics of game design and development
Assignments
Lecture Videos

Awesome CS Courses / Courses / Misc
CS 100 487 over 5 years ago

Awesome CS Courses / Courses / Misc / CS 100
Github Page 487 over 5 years ago
Assignments 487 over 5 years ago

Awesome CS Courses / Courses / Misc
CS 108
CS 168
CS 193a

Awesome CS Courses / Courses / Misc / CS 193a
here Videos: Videos list can be found
here 116 over 6 years ago Other materials: Some codes, handsout, homework ..... and lecture notes are not downloadable on the site due to login requirement. Please head to my Github repo to download them

Awesome CS Courses / Courses / Misc
CS 193p

Awesome CS Courses / Courses / Misc / CS 193p
Programming Abstractions Recommended:
Updated courses for iOS8 - Swift
Updated courses for iOS9 - Swift

Awesome CS Courses / Courses / Misc
CS 223A
CS 262a

Awesome CS Courses / Courses / Misc / CS 262a
UCB's CS162 Prerequisites: The historical prerequisite was to pass an entrance exam in class, which covered undergraduate operating systems material (similar to ). There is no longer an exam. However, if you have not already taken a decent undergrad OS class, you should talk with me before taking this class. The exam had the benefit of "paging in" the undergrad material, which may have been its primary value (since the pass rate was high)
Readings & Lectures

Awesome CS Courses / Courses / Misc
CS 294
CS 411
CS 3152

Awesome CS Courses / Courses / Misc / CS 3152
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Misc
CS 4152

Awesome CS Courses / Courses / Misc / CS 4152
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Misc
CS 4154

Awesome CS Courses / Courses / Misc / CS 4154
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Misc
CS 4812

Awesome CS Courses / Courses / Misc / CS 4812
Syllabus
Lectures

Awesome CS Courses / Courses / Misc
CS 4860

Awesome CS Courses / Courses / Misc / CS 4860
www.nuprl.org In addition to basic first-order logic, when taught by Computer Science this course involves elements of Formal Methods and Automated Reasoning. Formal Methods is concerned with proving properties of algorithms, specifying programming tasks and synthesizing programs from proofs. We will use formal methods tools such as interactive proof assistants (see ). We will also spend two weeks on constructive type theory, the language used by the Coq and Nuprl proof assistants
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Misc
CS 5150

Awesome CS Courses / Courses / Misc / CS 5150
Lectures
Assignments

Awesome CS Courses / Courses / Misc
CS 5220

Awesome CS Courses / Courses / Misc / CS 5220
Lectures
Assignments

Awesome CS Courses / Courses / Misc
CS 5540

Awesome CS Courses / Courses / Misc / CS 5540
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Misc
CS 5724

Awesome CS Courses / Courses / Misc / CS 5724
Syllabus
Lectures
Assignments

Awesome CS Courses / Courses / Misc
CS 6452

Awesome CS Courses / Courses / Misc / CS 6452
Syllabus
Lectures

Awesome CS Courses / Courses / Misc
CS 6630

Awesome CS Courses / Courses / Misc / CS 6630
Syllabus
Lectures
Assignments
Readings

Awesome CS Courses / Courses / Misc
CS 6640

Awesome CS Courses / Courses / Misc / CS 6640
Lectures
Assignments

Awesome CS Courses / Courses / Misc
CS 6650
CS 6840

Awesome CS Courses / Courses / Misc / CS 6840
Syllabus
Lectures
Assignments
Readings

Awesome CS Courses / Courses / Misc
CSE 154

Awesome CS Courses / Courses / Misc / CSE 154
Lectures
Assignments

Awesome CS Courses / Courses / Misc
ESM 296-4F

Awesome CS Courses / Courses / Misc / ESM 296-4F
James Frew Taught by , , and
GitHub (includes lecture materials and labs)

Awesome CS Courses / Courses / Misc
ICS 314

Awesome CS Courses / Courses / Misc / ICS 314
Philip Johnson Taught by
"Athletic Software Engineering" pedagogy Introduction to software engineering using the
Readings
Experiences
Assessments

Awesome CS Courses / Courses / Misc
IGME 582
I485 / H400

Awesome CS Courses / Courses / Misc / I485 / H400
Luis Rocha Course taught by about the multi-disciplinary field algorithms inspired by naturally occurring phenomenon. This course provides introduces the following areas: L-systems, Cellular Automata, Emergence, Genetic Algorithms, Swarm Intelligence and Artificial Immune Systems. It's aim is to cover the fundamentals and enable readers to build up a proficiency in applying various algorithms to real-world problems
Lectures
Assignments

Awesome CS Courses / Courses / Misc
Open Sourced Elective: Database and Rails

Awesome CS Courses / Courses / Misc / Open Sourced Elective: Database and Rails
Lectures
Assignments
Videos

Awesome CS Courses / Courses / Misc
SCICOMP

Awesome CS Courses / Courses / Misc / SCICOMP
Oliver Serang This is a graduate course in scientific computing created and taught by in 2014, which covers topics in computer science and statistics with applications from biology. The course is designed top-down, starting with a problem and then deriving a variety of solutions from scratch
Lecture videos on Youtube and for direct

Awesome CS Courses / Courses / Misc
14-740

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