diff --git a/README.md b/README.md index 66b48df..b68a075 100644 --- a/README.md +++ b/README.md @@ -5,8 +5,8 @@ Introduction List of Computer Science courses with video lectures. - Please note: - - Focus would be to keep the list to the point so that it is readable and usable. To access syllabus/notes/assignments, please visit link to the course or use Google search with course number/name. - - Only MOOCs with comprehensive lecture material which cover a subject/topic in ample detail will be added. + - Focus would be to keep the list to the point so that it is easy to browse. To access syllabus/notes/assignments, please visit link to the course or use Google search with course number/name. + - Only MOOCs with comprehensive lecture material which cover a subject/topic in ample detail will be added. For example, MOOC on Computer Networks or Machine Learning with 3-4 hours may not be able to cover all topics in sufficient detail and thus should be avoided. - [NPTEL](http://nptel.ac.in/) contains large number of good Computer Science courses. To check courses by Indian IIT's, please refer nptel site. ------------------------------ @@ -213,6 +213,7 @@ Courses - [CS 290 DataMining Lectures](https://www.youtube.com/playlist?list=PLB4CCA346A5741C4C) - [CS246 - Mining Massive Data Sets, Winter 2016, Stanford University](https://web.stanford.edu/class/cs246/) ([YouTube](https://www.youtube.com/channel/UC_Oao2FYkLAUlUVkBfze4jg/videos)) - **Probabilistic Graphical Modeling** + - [MOOC: Probabilistic Graphical Models - Coursera](https://www.youtube.com/playlist?list=PLvfF4UFg6Ejj6SX-ffw-O4--SPbB9P7eP) - [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) @@ -220,6 +221,7 @@ Courses - [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) + - [MOOC: Neural Networks for Machine Learning — Geoffrey Hinton 2016 - Coursera](https://www.youtube.com/playlist?list=PLoRl3Ht4JOcdU872GhiYWf6jwrk_SNhz9) - [Deep Learning - University of Waterloo](https://uwaterloo.ca/data-science/deep-learning) - [Neural networks class - Université de Sherbrooke](http://info.usherbrooke.ca/hlarochelle/neural_networks/content.html) ([YouTube](https://www.youtube.com/playlist?list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH)) - **Advanced Machine Learning** @@ -294,6 +296,7 @@ Courses - [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/) +- [MOOC: Statistical Inference - Coursera](https://www.youtube.com/playlist?list=PLgIPpm6tJZoSvrYM54BUqJJ4CWrYeGO40) - [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) @@ -329,6 +332,7 @@ Courses - [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)) +- [MOOC: Automata - Jeffrey Ullman - Coursera](https://www.youtube.com/playlist?list=PL82C4B8475CAC3F95) - [CS581 Theory of Computation - Portland State University](http://web.cecs.pdx.edu/~harry/videos/) ([Lectures - Youtube](https://www.youtube.com/playlist?list=PLbtzT1TYeoMjNOGEiaRmm_vMIwUAidnQz)) - [Theory of Computation - Fall 2011 UC Davis](https://www.youtube.com/playlist?list=PLslgisHe5tBM8UTCt1f66oMkpmjCblzkt) - [TDA555 Introduction to Functional Programming - Chalmers University of Technology](http://www.cse.chalmers.se/edu/course/TDA555/index.html) ([Lectures - YouTube](https://www.youtube.com/playlist?list=PLIQ9jYeUxhgqEnjey91yRTITaXqZQy3Ta)) @@ -336,6 +340,7 @@ Courses - [Functional Programming - University of Edinburgh - 2016-17](http://www.inf.ed.ac.uk/teaching/courses/inf1/fp/) - [MOOC - Functional Programming Principles in Scala by Martin Odersky](https://www.coursera.org/learn/progfun1) ([YouTube](https://www.youtube.com/user/afigfigueira/playlists?sort=dd&view=50&shelf_id=9)) - [CS294: Program Synthesis for Everyone](https://people.eecs.berkeley.edu/~bodik/cs294fa12) +- [MOOC: Principles of Reactive Programming, Scala - Coursera](https://www.youtube.com/playlist?list=PLMhMDErmC1TdBMxd3KnRfYiBV2ELvLyxN) ------------------------------- @@ -368,6 +373,7 @@ Courses - [Security and Cryptography, Steven Gordon - Thammasat University, Thailand](https://www.youtube.com/playlist?list=PLvifRcqOOwF-z2sfMb3w0uQzd7PfaLFlU) - [Web Security - SS 2008 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/111/4163/) - [CS461/ECE422 - Computer Security - University of Illinois at Urbana-Champaign](https://courses.engr.illinois.edu/cs461/sp2016/) ([Videos](https://recordings.engineering.illinois.edu:8443/ess/portal/section/8a560718-345a-417a-b665-6bd375a71ee2)) +- [MOOC: Cryptography - Coursera](https://www.youtube.com/playlist?list=PL3F2F89F4CD1E1DF4) - [MOOC: Intro to Information Security - Udacity](https://www.youtube.com/playlist?list=PLAwxTw4SYaPkG-z00NybuIyDqT4sRh3ak) @@ -427,6 +433,7 @@ Courses - [Exposing Digital Photography - Harvard Extension School](http://tv.digitalphotography.exposed/2010/fall/) - [XML and Databases - WS 2011 - Universität Freiburg](https://electures.informatik.uni-freiburg.de/portal/web/guest/detail/-/modulnavigation/view/4006/12519/) - [Unity3D Tutorials](https://www.youtube.com/playlist?list=PL5FMIyKmleRwYdMIuejPS5csShp237A3X) +- [MOOC: Matlab - Coursera](https://www.youtube.com/playlist?list=PLcKDPPOF93EvvBrgR852MU13zvS2ihTpR) -------------------------