zuccbbq / deep-learning-drizzle

Drench yourself in Deep Learning & Reinforcement Learning by learning from these exciting lectures!!

Deep Learning Drizzle

S.No	Course Name	University/Teacher(s)	Course WebPage	Lecture Videos	Year
1.	Neural Networks for Machine Learning	Geoffrey Hinton, University of Toronto	Lecture-Slides CSC321-tijmen	YouTube-Lectures Videos-mirror	2012 2014
2.	Deep Learning at Oxford	Nando de Freitas, Oxford University	Oxford-ML	YouTube-Lectures	2015
3.	CS231n: CNNs for Visual Recognition	Andrej Karpathy, Stanford University	CS231n	None	2015
4.	CS231n: CNNs for Visual Recognition	Andrej Karpathy, Stanford University	CS231n	YouTube-Lectures	2016
5.	CS231n: CNNs for Visual Recognition	Justin Johnson, Stanford University	CS231n	YouTube-Lectures	2017
6.	CS224d: Deep Learning for NLP	Richard Socher, Stanford University	CS224d	YouTube-Lectures	2015
7.	CS224d: Deep Learning for NLP	Richard Socher, Stanford University	CS224d	YouTube-Lectures	2016
8.	CS224n: NLP with Deep Learning	Richard Socher, Stanford University	CS224n	YouTube-Lectures	2017
9.	Neural Networks	Hugo Larochelle, Université de Sherbrooke	Neural-Networks	YouTube-Lectures	2016
10.	CS229: Machine Learning	Andrew Ng, Stanford University	CS229	YouTube-Lectures-2014	2017
11.	Deep Learning	Andrew Ng, Stanford University	CS230	None	2018
12.	Bay Area Deep Learning	Many legends	None	YouTube-Lectures	2016
13.	UvA Deep Learning	Efstratios Gavves, University of Amsterdam(UvA)	UvA-DLC	Lecture-Videos	2018
14.	Advanced Deep Learning and Reinforcement Learning	Many legends, DeepMind	None	YouTube-Lectures	2018
15.	Deep Learning	Francois Fleuret, EPFL	EE-59	None	2019
16.	Deep Learning	Francois Fleuret, EPFL	EE-59	Video-Lectures	2018
17.	Deep Learning for Perception	Dhruv Batra, Virginia Tech	ECE-6504	YouTube-Lectures	2015
18.	Introduction to Deep Learning	Alexander Amini, Harini Suresh, MIT	6.S191	YouTube-Lectures	2018
19.	Deep Learning for Self-Driving Cars	Lex Fridman, MIT	6.S094	YouTube-Lectures	2017-2018
20.	MIT Deep Learning	Many Researchers, Lex Fridman, MIT	6.S094, 6.S091, 6.S093	YouTube-Lectures	2019
21.	Introduction to Deep Learning	Biksha Raj and many others, CMU	11-485/785	YouTube-Lectures	2018
22.	Deep Learning Specialization	Andrew Ng, Stanford	DeepLearning.AI	YouTube-Lectures	2017-2018
23.	Deep Learning, Feature Learning	Many legends, IPAM UCLA	GSS-2012	YouTube-Lectures	2012
24.	New Deep Learning Techniques	Many Legends, IPAM UCLA	IPAM-Workshop	YouTube-Lectures	2018
25.	Deep|Bayes	Many Legends	DeepBayes.ru	YouTube-Lectures	2018

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General Machine Learning

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S.No	Course Name	University/Teacher(s)	Course Webpage	Video Lectures	Year
1.	Learning from Data	Yaser Abu-Mostafa, CalTech	CS156	YouTube-Lectures	2012
2.	Introduction to Machine Learning	Dhruv Batra, Virginia Tech	ECE-5984	YouTube-Lectures	2015
3.	Machine Learning	Andrew Ng, Stanford University	Coursera-ML	YouTube-Lectures	2017

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Reinforcement Learning

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S.No	Course Name	University/Teacher(s)	Course Webpage	Video Lectures	Year
1.	Approximate Dynamic Programming	Dimitri P. Bertsekas	Lecture-Slides	YouTube-Lectures	2014
2.	Introduction to Reinforcement Learning	David Silver, DeepMind	UCL-RL	YouTube-Lectures	2015
3.	Reinforcement Learning	Balaraman Ravindran, IIT Madras	RL-IITM	YouTube-Lectures	2016
4.	Deep Reinforcement Learning	Sergey Levine, UC Berkeley	CS-294	YouTube-Lectures	Spring-2017
5.	Deep Reinforcement Learning	Sergey Levine, UC Berkeley	CS-294	YouTube-Lectures	Fall-2017
6.	Deep Reinforcement Learning	Sergey Levine, UC Berkeley	CS-294-112	YouTube-Lectures	2018
7.	Deep RL Bootcamp	Many legends	Deep-RL	YouTube-Lectures	2017
8.	Reinforcement Learning	Pascal Poupart, University of Waterloo	CS-885	YouTube-Lectures	2018

Contributions:

If you find a course that fits in any of the three categories above (i.e. DL, ML, RL), and the course has lecture videos (with slides - optional), then please raise an issue or send a PR by updating the course according to the above format.

Thanks!