# Computer Science video courses Introduction ------------ List of Computer Science courses with video lectures. For more courses, please refer [MIT OCW](https://ocw.mit.edu/index.htm), YouTube channels for Universities, Google, itunes U and similar sites like [awesome-courses](https://github.com/prakhar1989/awesome-courses) etc. Focus would be to keep the list to the point in order keep it readable and usable. To access syllabus/notes/assignments, please visit link to the course or use Google search. Table of Contents ----------------- - [Introduction to Computer Science](#introduction-to-computer-science) - [Data Structures and Algorithms](#data-structures-and-algorithms) - [Systems Programming](#systems-programming) - [Distributed Systems](#distributed-systems) - [Database Systems](#database-systems) - [Object Oriented Design and Software Engineering](#object-oriented-design-and-software-engineering) - [Artificial Intelligence](#artificial-intelligence) - [Machine Learning](#machine-learning) - [Web Programming](#web-programming) - [Concurrency](#concurrency) - [Computer Networks](#computer-networks) - [Math for Computer Scientist](math-for-computer-scientist) - [Theoretical CS and Programming Languages](theoretical-cs-and-programming-languages) - [Computer Organization and Architecture](computer-organization-and-architecture) - [Security](#security) - [Computer Graphics](#computer-graphics) - [Misc](#misc) Courses ------- ### Introduction to Computer Science - [6.00SC - Introduction to Computer Science and Programming (Spring 2011) - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00sc-introduction-to-computer-science-and-programming-spring-2011/) - [6.00 - Introduction to Computer Science and Programming (Fall 2008) - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00-introduction-to-computer-science-and-programming-fall-2008/video-lectures/) - [6.01SC - Introduction to Electrical Engineering and Computer Science I - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-01sc-introduction-to-electrical-engineering-and-computer-science-i-spring-2011/) - [6.001 - Structure and Interpretation of Computer Programs, MIT](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-001-structure-and-interpretation-of-computer-programs-spring-2005/video-lectures) ([Textbook](http://mitpress.mit.edu/sicp/full-text/book/book.html)) - [CS 10 The Beauty & Joy of Computing, Spring 2015 - UCBerkeley](https://www.youtube.com/playlist?list=PL-XXv-cvA_iC17q7Pydw_RernkItDJePz) - [CS 50 - Introduction to Computer Science, Harvard University](https://cs50.harvard.edu/lectures) ([cs50.tv](http://cs50.tv/2015/fall/)) - [CS 61A - Structure and Interpretation of Computer Programs [Python], UC Berkeley](http://cs61a.org/) - [CS 101 - Computer Science 101, Stanford University](http://online.stanford.edu/course/computer-science-101-self-paced) (Register free to access Videos) - [CS E-1 Understanding Computers and the Internet - Harvard University](http://computerscience1.tv/2011/spring/) - [CSE 142 Computer Programming I (C Programming), Autumn 200 - University of Washington](https://courses.cs.washington.edu/courses/cse142-TVI/00au/lectures/) - [CS1301 Intro to computing - Gatech](http://www.cc.gatech.edu/classes/AY2016/cs1301c_fall/) - [CS 106A - Programming Methodology, Stanford University](http://see.stanford.edu/see/lecturelist.aspx?coll=824a47e1-135f-4508-a5aa-866adcae1111) - [CS 106B - Programming Abstractions, Stanford University](http://see.stanford.edu/see/lecturelist.aspx?coll=11f4f422-5670-4b4c-889c-008262e09e4e) - [CS 107 - Programming Paradigms, Stanford University](http://see.stanford.edu/see/lecturelist.aspx?coll=2d712634-2bf1-4b55-9a3a-ca9d470755ee) ------ ### Data Structures and Algorithms - [CS 61B - Data Structures, UC Berkeley](https://people.eecs.berkeley.edu/~jrs/61b/) - [Fall 2006 - Prof. Jonathan Shewchuk](https://www.youtube.com/playlist?list=PL4BBB74C7D2A1049C) - [Spring 16 - Josh Hug](http://datastructur.es/sp16/) - [MOOC - Design and Analysis of Algorithms Part 1 - Prof Roughgarden - Coursera](https://www.youtube.com/playlist?list=PLLH73N9cB21W1TZ6zz1dLkyIm50HylGyg) ([Part 2](https://www.youtube.com/playlist?list=PLLH73N9cB21VPj3H2xwTTye5TC8-UniA2)) - [MOOC - Algorithms Part 1 - Prof Sedgewick](https://www.youtube.com/playlist?list=PLUX6FBiUa2g4YWs6HkkCpXL6ru02i7y3Q) ([Part 2](https://www.youtube.com/playlist?list=PLqD_OdMOd_6YixsHkd9f4sNdof4IhIima)) - [COP 3530 Data Structures and Algorithms, Prof Sahni, UFL](http://www.cise.ufl.edu/~sahni/cop3530/presentations.htm) ([Videos](http://www.cise.ufl.edu/academics/courses/preview/cop3530sahni/)) - [6.006 - Introduction to Algorithms, MIT OCW](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-videos/) - [CS 161 - Design and Analysis of Algorithms, Prof. Tim Roughgarden, Stanford University](http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=IntroToAlgorithms) - [CSE 373 - Analysis of Algorithms, Stony Brook - Prof Skiena](http://www.cs.sunysb.edu/~algorith/video-lectures/) - [CS16 Introduction to Algorithms and Data Structures - Brown University](http://cs.brown.edu/courses/csci0160/lectures.html) - [6.046J - Introduction to Algorithms - Fall 2005, MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-introduction-to-algorithms-sma-5503-fall-2005/video-lectures/) - [6.046 - Design and Analysis of Algorithms, Spring 2015 - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-design-and-analysis-of-algorithms-spring-2015/lecture-videos/) - [CS 473: Algorithms - University of Illinois at Urbana-Champaign](https://courses.engr.illinois.edu/cs473/sp2016/lectures.html) - [Programming Challenges - Prof Skiena](http://www.algorist.com/programming_challenges/) - [16s-4102 - Algorithms, University of Virginia](http://www.cs.virginia.edu/~shelat/16s-4102/) ([Youtube](https://www.youtube.com/channel/UCxXYk53cSZof2bR_Ax0uJYQ/videos)) - [CS 170 Algorithms - Spring 2015 - UCBerkeley](https://www.youtube.com/playlist?list=PL-XXv-cvA_iDbtIylJDpPPJfaFweeaR-3) - [COP 5536 Advanced Data Structures, Prof Sahni - UFL](http://www.cise.ufl.edu/~sahni/cop5536/index.html) ([Videos](http://www.cise.ufl.edu/academics/courses/preview/cop5536sahni/)) - [CS 261 - A Second Course in Algorithms, Stanford University](http://theory.stanford.edu/~tim/w16/w16.html) ([Lectures](http://theory.stanford.edu/~tim/w16/w16.html)) ([Youtube](https://www.youtube.com/playlist?list=PLEGCF-WLh2RJh2yDxlJJjnKswWdoO8gAc)) - [CS 224 - Advanced Algorithms, Harvard University](http://people.seas.harvard.edu/~minilek/cs224/fall14/index.html) ([Lecture Videos](http://people.seas.harvard.edu/~minilek/cs224/fall14/lec.html)) ([Youtube](https://www.youtube.com/playlist?list=PL2SOU6wwxB0uP4rJgf5ayhHWgw7akUWSf)) - [ECS 122A - Algorithm Design and Analysis, UC Davis](http://web.cs.ucdavis.edu/~gusfield/cs122f10/videolist.html) - [CSEP 521: Applied Algorithms, Winter 2013 - University of Washington](http://courses.cs.washington.edu/courses/csep521/13wi/) ([Videos](http://courses.cs.washington.edu/courses/csep521/13wi/video/)) - [CS 6150 - Advanced Algorithms (Fall 2016), University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCp8X9FHOglnLqFjyvqGLftx) - [ECS 222A - Graduate Level Algorithm Design and Analysis, UC Davis](http://web.cs.ucdavis.edu/~gusfield/cs222f07/videolist.html) - [6.851 - Advanced Data Structures, MIT](http://courses.csail.mit.edu/6.851/spring14/lectures/) ([MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-851-advanced-data-structures-spring-2012/lecture-videos/)) - [6.854 - Advanced Algorithms, MIT](https://www.youtube.com/playlist?list=PL6ogFv-ieghdoGKGg2Bik3Gl1glBTEu8c) ([Prof. Karger lectures](https://www.youtube.com/channel/UCtv9PiQVUDzsT4yl7524DCg/videos)) - [CS264 Beyond Worst-Case Analysis, Fall 2014 - Tim Roughgarden Lecture](http://theory.stanford.edu/~tim/f14/f14.html) ([Youtube](https://www.youtube.com/playlist?list=PLEGCF-WLh2RL8jsZpaf2tLHa5LotFEt5b)) - [CS364A Algorithmic Game Theory, Fall 2013 - Tim Roughgarden Lectures](https://www.youtube.com/playlist?list=PLEGCF-WLh2RJBqmxvZ0_ie-mleCFhi2N4) - [CS364B Advanced Mechanism Design, Winter 2014 - Tim Roughgarden Lectures](https://www.youtube.com/playlist?list=PLEGCF-WLh2RI77PL4gwLld_OU9Zh3TCX9) --------------------------------- ### Systems Programming - [6.033 Computer System Engineering - MIT](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-033-computer-system-engineering-spring-2009/video-lectures/) - [CS361 - COMPUTER SYSTEMS - UIC](https://www.cs.uic.edu/CS361fall13) - [CS24 Introduction to Computing Systems - California Institute of Technology](http://courses.cms.caltech.edu/cs24/) ([Spring 15 version](http://users.cms.caltech.edu/~donnie/cs24/)) - [CS124 Operating Systems - California Institute of Technology](http://users.cms.caltech.edu/~donnie/cs124/) - [CS 162 - Operating Systems and Systems Programming, UC Berkeley](http://cs162.eecs.berkeley.edu/) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PL-XXv-cvA_iBDyz-ba4yDskqMDY6A1w_c)) - [CS 4414 - Operating Systems, University of Virginia](http://rust-class.org/pages/classes.html) - [CSE 421/521 - Introduction to Operating Systems, SUNY University at Buffalo, NY - Spring 2016](https://www.ops-class.org/courses/buffalo/CSE421_Spring2016/) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PLE6LEE8y2Jp-kbEcVR2W3vfx0Pdca0BD3)) - [CS 377 Fall 16: Operating Systems - Umass OS](https://www.youtube.com/playlist?list=PLacuG5pysFbDTmsCRGWsMW_PzIOpXnckw) - [6.828: Operating System Engineering [Fall 2014]](https://www.youtube.com/playlist?list=PLfciLKR3SgqNJKKIKUliWoNBBH1VHL3AP) - [CSEP 551 Operating Systems Autumn 2014 - University of Washington](http://courses.cs.washington.edu/courses/csep551/14au/video/) - [CS194 Advanced Operating Systems Structures and Implementation, Spring 2013, UC Berkeley](https://www.youtube.com/playlist?list=PL-XXv-cvA_iB_5Q8G8kW5idSwNmXypmQE) - [CPCS 663 - Real-Time Systems: Video Material - TAMU](http://faculty.cs.tamu.edu/bettati/Courses/663/Video/presentation.html) - [CS 251: Intermediate Software Design (C++ version)](https://www.youtube.com/playlist?list=PLZ9NgFYEMxp4ZsvD10uXmClGnukcu3Uff) - [CS 251 (2015): Intermediate Software Design](https://www.youtube.com/playlist?list=PLZ9NgFYEMxp7lylj-XC8h1kjatOjbh9ne) - [CSE 30341 - Spr 2008: Operating Systems](https://www.youtube.com/view_play_list?p=AB7D5CA7E262B0E2) - [CSE 60641 - Fall 08: Graduate Operating Systems](https://www.youtube.com/view_play_list?p=22B10D854588E20C) ----------------------------- ### Distributed Systems - [VU:Distributed Systems: Principles and Paradigms by Maarten van Steen (Fall 2012), Vrije Universiteit, Amsterdam](http://www.distributed-systems.net/courses/ds/ds-screencasts/) - [CS 677 Spring 16: Distributed Operating Systems - Umass OS](https://www.youtube.com/playlist?list=PLacuG5pysFbC68w0PW3huMHDDRNsDCTjp) - [CS 436: Distributed Computer Systems - U Waterloo](https://www.youtube.com/playlist?list=PLawkBQ15NDEkDJ5IyLIJUTZ1rRM9YQq6N) - [6.824: Distributed Systems, Spring 2015 - MIT](https://www.youtube.com/playlist?list=PLkcQbKbegkMqiWf7nF8apfMRL4P4sw8UL) - [Distributed Algorithms, https://canvas.instructure.com/courses/902299](https://www.youtube.com/playlist?list=PL700757A5D4B3F368) - [CS138 Distributed Computer Systems Spring 2016 - Brown University](http://cs.brown.edu/courses/csci1380/s16/syllabus.html) - [CSEP 552: PMP Distributed Systems, Spring 2013 - University of Washington](http://courses.cs.washington.edu/courses/csep552/13sp/) ([Videos](http://courses.cs.washington.edu/courses/csep552/13sp/video/)) - [CSE 490H: Scalable Systems: Design, Implementation and Use of Large Scale Clusters, Autumn 2008 - University of Washington](http://courses.cs.washington.edu/courses/cse490h/08au/lectures.htm) ([Videos](http://courses.cs.washington.edu/courses/cse490h/08au/video.htm)) - [MOOC - Cloud Computing Concepts - UIUC](https://www.youtube.com/playlist?list=PLFd87qVsaLhOkTLvfp6MC94iFa_1c9wrU) ------------------------------------------------------------ ### Database Systems - [CS 5530 - Database Systems, Spring 2016, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCrercQNP9tTsjjPdgRVYvC7) - [MOOC - Database Stanford Dbclass](https://www.youtube.com/playlist?list=PL6hGtHedy2Z4EkgY76QOcueU8lAC4o6c3) - [CSEP 544, Database Management Systems, Au 2015 - University of Washington](https://www.youtube.com/playlist?list=PLTPQEx-31JXjQYrUKvAjUTWgCYluHGs_L) - [Principles of Database Management, Bart Baesens](https://www.youtube.com/playlist?list=PLdQddgMBv5zEhlpqdiUcf9aTNEtmESgyl) - [15-721 - Database Systems, CMU](http://15721.courses.cs.cmu.edu/spring2016/) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbisIGOepfnlbfxeH7TW-8O)) - [CS 186 - Database Systems, UC Berkeley, Spring 2015](https://sites.google.com/site/cs186spring2015/home/schedule-and-notes) ([Lectures- YouTube](https://www.youtube.com/playlist?list=PL-XXv-cvA_iBVK2QzAV-R7NMA1ZkaiR2y)) - [CS 6530 - Graduate-level Database Systems, Fall 2016, University of Utah](https://www.cs.utah.edu/~lifeifei/cs6530/) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PLbuogVdPnkCqwHUcieMrytP453Ep0y6eI)) - [6.830/6.814: Database Systems [Fall 2014]](https://www.youtube.com/playlist?list=PLfciLKR3SgqOxCy1TIXXyfTqKzX2enDjK) ------------------------------ ### Object Oriented Design and Software Engineering - [ECE 462 Object-Oriented Programming using C++ and Java - Purdue](https://engineering.purdue.edu/OOSD/F2008/F2008.html) - [Object Oriented Systems Analysis and Design (Systems Analysis and Design in a Changing World)](https://www.youtube.com/playlist?list=PL6XklZATqYx9dj72MKG6wLYjljeB2odra) - [Computer Science 169- Software Engineering - Spring 2015 - UCBerkeley](https://www.youtube.com/playlist?list=PL-XXv-cvA_iCfQHHS7rxlfHFsU4aQW1IF) - [Introduction to Service Design and Engineering - University of Trento, Italy](https://www.youtube.com/playlist?list=PLBdajHWwi0JCn87QuFT3e58mekU0-6WUT) - [OOSE: Software Dev Using UML and Java](https://www.youtube.com/playlist?list=PLJ9pm_Rc9HesnkwKlal_buSIHA-jTZMpO) - [CS 411 - Software Architecture Design, Bilkent University](http://video.bilkent.edu.tr/course_videos.php?courseid=10) - [CS 164 Software Engineering - Harvard](http://cs164.tv/2014/spring/) ------------------------------ ### Artificial Intelligence - [CS 188 - Introduction to Artificial Intelligence, UC Berkeley](http://ai.berkeley.edu/home.html) - [6.034 Artificial Intelligence, MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/) - [15-780: Graduate Artificial Intelligence, Spring 14, CMU](http://www.cs.cmu.edu/~zkolter/course/15-780-s14/lectures.html) - [CSE 592 Applications of Artificial Intelligence, Winter 2003 - University of Washington](http://courses.cs.washington.edu/courses/csep573/03wi/lectures/index.htm) -------------- ### Machine Learning - **Machine Learning** - [Stanford: Machine Learning](https://www.youtube.com/playlist?list=PLJ1-ciQ35nuiyL1PX6O4NdF5CjjaDdnVC) - [StatLearning - Intro to Statistical Learning, Stanford University](https://lagunita.stanford.edu/courses/HumanitiesandScience/StatLearning/Winter2015/about) - [CS 156 - Learning from Data, Caltech](https://work.caltech.edu/lectures.html) - [10-601 - Machine Learning, Carnegie Mellon University](http://www.cs.cmu.edu/~ninamf/courses/601sp15/lectures.shtml) - [Microsoft Research - Machine Learning Course](https://www.youtube.com/playlist?list=PL34iyE0uXtxo7vPXGFkmm6KbgZQwjf9Kf) - [CS 446 - Machine Learning, Fall 2016, UIUC](http://l2r.cs.illinois.edu/~danr/Teaching/CS446-16/schedule.html)([Fall 2015 Lectures](https://www.youtube.com/playlist?list=PLQcasX5-oG91n10wPxeRh-45-8HATwc8W)) - [undergraduate machine learning at UBC 2012, Nando de Freitas](https://www.youtube.com/playlist?list=PLE6Wd9FR--Ecf_5nCbnSQMHqORpiChfJf) - [CS 229 - Machine Learning - Stanford University](https://www.youtube.com/playlist?list=PLA89DCFA6ADACE599) - [CS 189/289A Introduction to Machine Learning, Prof Jonathan Shewchuk - UCBerkeley](https://people.eecs.berkeley.edu/~jrs/189/) - [CS 5350/6350 - Machine Learning, Fall 2016, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCozRSsdueVwX7CF9N4QWL0B) - [ECE 5984 Introduction to Machine Learning, Spring 2015 - Virginia Tech](https://filebox.ece.vt.edu/~s15ece5984/) - [CSEP 546, Machine Learning, Sp 2016 - University of Washington](https://courses.cs.washington.edu/courses/csep546/16sp/) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PLTPQEx-31JXgtDaC6-3HxWcp7fq4N8YGr)) - [STA 4273H (Winter 2015): Large Scale Machine Learning](http://www.cs.toronto.edu/~rsalakhu/STA4273_2015/lectures.html) - **Data Mining** - [CS 5140/6140 - Data Mining, Spring 2016, University of Utah](https://www.cs.utah.edu/~jeffp/teaching/cs5140.html) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLbuogVdPnkCpXfb43Wvc7s5fXWzedwTPB)) - [Statistical Aspects of Data Mining (Stats 202) - Google](https://www.youtube.com/playlist?list=PLFE776F2C513A744E) - [MOOC - Text Mining and Analytics by ChengXiang Zhai](https://www.youtube.com/playlist?list=PLLssT5z_DsK8Xwnh_0bjN4KNT81bekvtt) - [MOOC - Data Mining with Weka](https://www.youtube.com/playlist?list=PLm4W7_iX_v4NqPUjceOGd-OKNVO4c_cPD) - [CS 290 DataMining Lectures](https://www.youtube.com/playlist?list=PLB4CCA346A5741C4C) - **Probabilistic Graphical Modeling** - [CS 6190 - Probabilistic Modeling, Spring 2016, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCpvxdF-Gy3gwaBObx7AnQut) - [10-708 - Probabilistic Graphical Models, Carnegie Mellon University](http://www.cs.cmu.edu/~epxing/Class/10708-14/lecture.html) - [Probabilistic Graphical Models, Daphne Koller, Stanford University](http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=ProbabilisticGraphicalModels) - **Deep Learning** - [Deep learning at Oxford 2015 - Nando de Freitas](https://www.youtube.com/playlist?list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu) - [DS-GA 1008 - Deep Learning, New York University](http://cilvr.cs.nyu.edu/doku.php?id=deeplearning2015:schedule) - [Deep Learning, Stanford University](http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=DeepLearning) - [Deep Learning - University of Waterloo](https://uwaterloo.ca/data-science/deep-learning) - **Advanced Machine Learning** - [Machine Learning 2013 - Nando de Freitas, UBC](https://www.youtube.com/playlist?list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6) - [Machine Learning: 2014-2015, University of Oxford](https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/) - [10-701 Machine Learning - Tom Mitchell, Spring 2011, Carnegie Mellon University](http://www.cs.cmu.edu/~tom/10701_sp11/lectures.shtml) ([Fall 2014](https://www.youtube.com/playlist?list=PL7y-1rk2cCsDZCVz2xS7LrExqidHpJM3B)) - [10-702/36-702 - Statistical Machine Learning - Larry Wasserman, Spring 2016, CMU](http://www.stat.cmu.edu/~larry/=sml/) ([Spring 2015](https://www.youtube.com/playlist?list=PLjbUi5mgii6BWEUZf7He6nowWvGne_Y8r)) - [10-715 Advanced Introduction to Machine Learning - CMU](http://www.cs.cmu.edu/~bapoczos/Classes/ML10715_2015Fall/) ([YouTube](https://www.youtube.com/playlist?list=PL4DwY1suLMkcu-wytRDbvBNmx57CdQ2pJ)) - **Natural Language Processing and Computer Vision** - [CS 224d - Deep Learning for Natural Language Processing, Stanford University](http://cs224d.stanford.edu/syllabus.html) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLCJlDcMjVoEdtem5GaohTC1o9HTTFtK7_)) - [CS 224N - Natural Language Processing, Stanford University](https://www.youtube.com/playlist?list=PLgtM85Maly3n2Fp1gJVvqb0bTC39CPn1N) - [MOOC - Natural Language Processing - Coursera, University of Michigan](https://www.youtube.com/playlist?list=PLLssT5z_DsK8BdawOVCCaTCO99Ya58ryR) - [CS 231n - Convolutional Neural Networks for Visual Recognition, Stanford University](https://www.youtube.com/playlist?list=PLLvH2FwAQhnpj1WEB-jHmPuUeQ8mX-XXG) - [Machine Learning for Computer Vision - TUM](https://www.youtube.com/playlist?list=PLTBdjV_4f-EIiongKlS9OKrBEp8QR47Wl) - [Lecture: Variational Methods for Computer Vision (Prof. D. Cremers) TUM](https://www.youtube.com/playlist?list=PLTBdjV_4f-EJ7A2iIH5L5ztqqrWYjP2RI) - [CAP 5415 - Computer Vision, University of Central Florida](http://crcv.ucf.edu/courses/CAP5415/Fall2014/index.php) - **Misc Machine Learning Topics** - [CS 6955 - Clustering, Spring 2015, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCpRvi-qSMCdOwyn4UYoPxTI) - [Info 290 - Analyzing Big Data with Twitter, UC Berkeley school of information](http://www.ischool.berkeley.edu/newsandevents/audiovideo/webcast/21963) - [10-725 Convex Optimization: Spring 2015 - CMU](http://www.stat.cmu.edu/~ryantibs/convexopt-S15/) - [10-801 Advanced Optimization and Randomized Algorithms](https://www.youtube.com/playlist?list=PLjTcdlvIS6cjdA8WVXNIk56X_SjICxt0d) - [CS 229r - Algorithms for Big Data, Harvard University](http://people.seas.harvard.edu/~minilek/cs229r/fall15/lec.html) ([Youtube](https://www.youtube.com/playlist?list=PL2SOU6wwxB0v1kQTpqpuu5kEJo2i-iUyf)) - [CAM 383M - Statistical and Discrete Methods for Scientific Computing, University of Texas](http://granite.ices.utexas.edu/coursewiki/index.php/Main_Page) - [Statistical Learning- Classification - University of Waterloo](https://uwaterloo.ca/data-science/statistical-learning-classification) - [9.520 - Statistical Learning Theory and Applications, Fall 2015 - MIT](https://www.youtube.com/playlist?list=PLyGKBDfnk-iDj3FBd0Avr_dLbrU8VG73O) ------------------------------ ### Concurrency - [CSE P 506 – Concurrency (Spring 2011) University of Washington](http://courses.cs.washington.edu/courses/csep506/11sp/Home.html) ([Videos](http://courses.cs.washington.edu/courses/csep506/11sp/Videos.html)) - [CSEP 524 - Parallel Computation - University of Washington](http://courses.cs.washington.edu/courses/csep524/10sp/) ([Videos](http://courses.cs.washington.edu/courses/csep524/10sp/lectures/video.html)) - [CS 282 (2014): Concurrent Java Network Programming in Android](https://www.youtube.com/playlist?list=PLZ9NgFYEMxp4KSJPUyaQCj7x--NQ6kvcX) ---------------------------- ### Computer Networks - [Prof. Shiv Kalyanaraman's Online Audio and Video Lectures on Computer Networking](https://www.ecse.rpi.edu/homepages/koushik/shivkuma-teaching/video_index.html) - [Audio/Video Recordings and Podcasts of Professor Raj Jain's Lectures - Washington University in St. Louis](http://www.cse.wustl.edu/~jain/videos.htm) - [Computer Networks, Tanenbaum, Wetherall Computer Networks 5e - Video Lectures](http://media.pearsoncmg.com/ph/streaming/esm/tanenbaum5e_videonotes/tanenbaum_videoNotes.html) - [CSEP 561: PMP Network Systems, Fall 2013 - University of Washington](http://courses.cs.washington.edu/courses/csep561/13au/) ([Videos](http://courses.cs.washington.edu/courses/csep561/13au/video/)) - [CSEP 561 – Network Systems, Autumn 2008 - University of Washington](http://courses.cs.washington.edu/courses/csep561/08au/) ([Videos](http://courses.cs.washington.edu/courses/csep561/08au/lectures/)) ------------------------------- ### Math for Computer Scientist - [6.042J - Mathematics for Computer Science, Fall 2010, MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-fall-2010/video-lectures/) - [6.042J - Mathematics for Computer Science, Spring 15, MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-spring-2015/index.htm) - [Computer Science 70, 001 - Fall 2012](https://www.youtube.com/playlist?list=PL1A2EBAC4283FE3EA) - [6.041 Probabilistic Systems Analysis and Applied Probability - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-041sc-probabilistic-systems-analysis-and-applied-probability-fall-2013/) - [10-600 Math Background for ML - CMU](https://www.youtube.com/playlist?list=PL7y-1rk2cCsA339crwXMWUaBRuLBvPBCg) - [Linear Algebra Review - CMU](http://www.cs.cmu.edu/~zkolter/course/linalg/outline.html) - [Statistics 110: Probability](https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6ht66KWxbzTIo) - [18.06 - Linear Algebra, Prof. Gilbert Strang, MIT OCW](https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/) - [36-705 - Intermediate Statistics - Larry Wasserman, CMU](http://www.stat.cmu.edu/~larry/=stat705/) - [STATS 250 - Introduction to Statistics and Data Analysis, UMichigan](https://www.youtube.com/playlist?list=PL432AB57AF9F43D4F) - [131B - Introduction to Probability and Statistics, UCI](https://www.youtube.com/playlist?list=PLqOZ6FD_RQ7k-j-86QUC2_0nEu0QOP-Wy) - [Multiple View Geometry - Lecture 1 (Prof. Daniel Cremers) TUM](https://www.youtube.com/playlist?list=PLTBdjV_4f-EJn6udZ34tht9EVIW7lbeo4) - [The Probability and Statistics Full Course - YouTube](https://www.youtube.com/playlist?list=PLLssT5z_DsK_WYzNXVjT695FdxRxvlSF8) ------------------------- ### Web Programming - [CS 75 Building Dynamic Websites - Harvard University](http://cs75.tv/2012/summer/) - [CSEP545: Transaction Processing for E-Commerce, Winter 2012 - University of Washington](http://courses.cs.washington.edu/courses/csep545/12wi/) ([Videos](http://courses.cs.washington.edu/courses/csep545/12wi/video/)) - [CT 310 Web Development - Colorado State University](https://www.cs.colostate.edu/~ct310/yr2016sp/home_progress.php) --------------------------- ### Theoretical CS and Programming Languages - [CS 164 Hack your language, UC Berkeley](https://sites.google.com/a/bodik.org/cs164/home) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PL3A16CFC42CA6EF4F)) - [CS 173 Programming Languages, Brown University](http://cs.brown.edu/courses/cs173/2012/Videos/) ([Book](http://cs.brown.edu/courses/cs173/2012/book/)) - [CS 421 - Programming Languages and Compilers, UIUC](https://courses.engr.illinois.edu/cs421/fa2014/) ([Videos](http://recordings.engineering.illinois.edu/ess/portal/section/631edaeb-2a33-4537-b7c8-0c1cba783a4f)) - [CSC 253 - CPython internals: A ten-hour codewalk through the Python interpreter source code, University of Rochester](http://pgbovine.net/cpython-internals.htm) - [CSEP 501 - Compiler Construction, University of Washington](http://courses.cs.washington.edu/courses/csep501/09au/lectures/video.html) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLTPQEx-31JXhfAWGnGzwbfhB2zUB7Jd4C)) - [CSEP 505 Programming Languages, Winter 2015 - University of Washington](http://courses.cs.washington.edu/courses/csep505/15wi/video/) - [DMFP - Discrete Mathematics and Functional Programming, Wheaton College](http://cs.wheaton.edu/~tvandrun/dmfp/) - [CS 374 - Algorithms & Models of Computation (Fall 2014), UIUC](https://courses.engr.illinois.edu/cs498374/fa2014/) ([Lecture videos](http://recordings.engineering.illinois.edu/ess/portal/section/115f3def-7371-4e98-b72f-6efe53771b2a)) - [6.045 Automata, Computability, and Complexity, MIT](https://stellar.mit.edu/S/course/6/sp15/6.045/materials.html) ([Lecture Videos](http://stellar.mit.edu/S/course/6/sp15/6.045/special/videos/index.html)) - [CS581 Theory of Computation - Portland State University](http://web.cecs.pdx.edu/~harry/videos/) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLbtzT1TYeoMjNOGEiaRmm_vMIwUAidnQz)) ------------------------------- ### Computer Organization and Architecture - [6.004 - Computation Structures Spring 2013, MIT](https://www.youtube.com/playlist?list=PLrRW1w6CGAcXbMtDFj205vALOGmiRc82-) - [CS 61C - Machine Structures, UC Berkeley](http://www-inst.eecs.berkeley.edu/~cs61c/sp15/) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PL-XXv-cvA_iCl2-D-FS5mk0jFF6cYSJs_)) - [18-447 - Introduction to Computer Architecture, CMU](http://www.ece.cmu.edu/~ece447/s14/doku.php?id=schedule) ([Lectures - YouTube - Fall 15](https://www.youtube.com/playlist?list=PL5PHm2jkkXmgVhh8CHAu9N76TShJqfYDt)) - [CSEP 548 - Computer Architecture Autumn 2012 - University of Washington](http://courses.cs.washington.edu/courses/csep548/12au/video/index.html) - [15-418 - Parallel Computer Architecture and Programming, CMU](http://15418.courses.cs.cmu.edu/spring2015/) ([Lecture Videos](https://scs.hosted.panopto.com/Panopto/Pages/Sessions/List.aspx#folderID=%22a5862643-2416-49ef-b46b-13465d1b6df0%22)) - [EE445L Embedded Systems Design Lab, Fall 2015, UTexas](https://www.youtube.com/playlist?list=PLyg2vmIzGxXGBxFu8nvX3KBadSdsNAvbA) - [CS149 Embedded Systems - Fall 2014 - UCBerkeley](https://www.youtube.com/playlist?list=PL-XXv-cvA_iDq3FCoYLeUL-X-NUlT405n) - [ECE 4760 Designing with Microcontrollers Fall 2016, Cornell University](http://people.ece.cornell.edu/land/courses/ece4760/) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLKcjQ_UFkrd4I5WOIxHEYZ7iY04lj15Ez)) ------- ### Security - [6.858 Computer Systems Security - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-858-computer-systems-security-fall-2014/video-lectures/) - [CIS 4930/ CIS 5930 - Offensive Computer Security, Florida State University](http://www.cs.fsu.edu/~redwood/OffensiveComputerSecurity/lectures.html) - [18-636 Browser Security, Stanford](https://courseware.stanford.edu/pg/courses/334553/18636-spring-2013) ------- ### Computer Graphics - [CS 5630/6630 - Visualization, Fall 2016, University of Utah](http://dataviscourse.net/2016/index.html) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLbuogVdPnkCpQY3miQpTJtnHgCLze2lr0)) ------- ### Misc - [CS 193a - Android App Development, Spring 2016, Stanford University](https://web.stanford.edu/class/cs193a/videos.shtml) - [Skiena's Computational Biology Lectures](http://www.algorist.com/computational_biology/) - [Skiena's Computational Finance Lectures](http://www.algorist.com/computational_finance/index.html) - [AM 207 - Monte Carlo Methods and Stochastic Optimization, Harvard University](http://am207.github.io/2016/index.html) - [CS 193p - Developing Applications for iOS, Stanford University](https://itunes.apple.com/us/course/developing-ios-7-apps-for/id733644550) - [CS 223A - Introduction to Robotics, Stanford University](http://see.stanford.edu/see/courseinfo.aspx?coll=86cc8662-f6e4-43c3-a1be-b30d1d179743) - [CS 3152 - Introduction to Computer Game Development, Cornell University](http://www.cs.cornell.edu/courses/CS3152/2014sp/lectures/index.php) - [Open Sourced Elective: Database and Rails - Intro to Ruby on Rails, University of Texas](http://www.schneems.com/ut-rails/) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PL7A85FD7803A8CB1F)) - [SCICOMP - An Introduction to Efficient Scientific Computation, Universität Bremen](http://mlecture.uni-bremen.de/ml/index.php?option=com_content&view=article&id=233) ([Lectures - Youtube](https://www.youtube.com/user/fillwithlight/videos)) - [MIT CMS.611J Creating Video Games, Fall 2014](https://ocw.mit.edu/courses/comparative-media-studies-writing/cms-611j-creating-video-games-fall-2014/lecture-videos/) - [Lecture: Visual Navigation for Flying Robots - TUM](https://www.youtube.com/playlist?list=PLTBdjV_4f-EKeki5ps2WHqJqyQvxls4ha) - [Image Processing and Analysis (Course) UC Davis](https://www.youtube.com/playlist?list=PLA64AFAE28B8DD0FD) - [CSEP590A: Practical Aspects of Modern Cryptography, Winter 2011 - University of Washington](http://courses.cs.washington.edu/courses/csep590a/11wi/) ([Videos](http://courses.cs.washington.edu/courses/csep590a/11wi/video/)) - [CSEP 510: Human Computer Interaction](http://courses.cs.washington.edu/courses/csep510/04wi/) - [CS E-259 XML with Java, Java Servlet, and JSP - Harvard](http://cs259.tv/2007/fall/) - [CS S-76 Building Mobile Applications - Harvard](http://cs76.tv/2013/summer/) - [CSE 40373 - Spr 2009: Multimedia Systems](https://www.youtube.com/view_play_list?p=0105F1427EFAEE0A) - [Introduction to Vision and Robotics](http://groups.inf.ed.ac.uk/vision/VIDEO/2015/ivr.htm) - [CS147: Introduction to Human-Computer Interaction Design - Stanford](http://hci.stanford.edu/courses/cs147/2015/au/calendar.php) -------------------------