Deep Learning resources

COURSES

1. Stanford – Fei Fei Li, Karpathy – Convolutional Neural Networks for Visual Recognition (CS231n)

http://cs231n.stanford.edu

2. New York University –  Yan Lecun – Deep Learning

http://cilvr.cs.nyu.edu/doku.php?id=courses:deeplearning2015:start

3. Virginia Tech – Deep Learning for Perception

https://computing.ece.vt.edu/~f15ece6504/

4. Toronto – G. Hilton – Neural Networks for Machine Learning

https://www.coursera.org/course/neuralnets/?action=enroll&sessionId=256

5. Toronto – Introduction to Neural Networks for Machine Learning

http://www.cs.toronto.edu/~tijmen/csc321/

6. Montreal – Bengio, Lecun – Deep learning summer school 2015

https://sites.google.com/site/deeplearningsummerschool/

7. CUHK – Xiaogang Wang- Introduction to Deep learning 2015

https://piazza.com/cuhk.edu.hk/spring2015/eleg5040/resources

8. Google – Deep learning 2016 using Tensorflow

https://www.udacity.com/course/deep-learning–ud730

9. Toronto – Deep learning in Computer Vision

http://www.cs.utoronto.ca/~fidler/teaching/2015/CSC2523.html#syllabus

10. Oxford – Nando de Freitas – Machine Learning

https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/

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BOOKS

Free online books

1. Deep Learning – Ian Goodfellow, Yoshua Bengio and Aaron Courville

http://www.deeplearningbook.org

2. Neural Networks and Deep Learning – Michael Nielsen

http://neuralnetworksanddeeplearning.com

3. Deep Learning Tutorial – LISA lab, University of Montreal

http://deeplearning.net/tutorial/deeplearning.pdf

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BEGINING

https://brohrer.github.io/how_convolutional_neural_networks_work.html

https://adeshpande3.github.io/adeshpande3.github.io/A-Beginner’s-Guide-To-Understanding-Convolutional-Neural-Networks/

An Intuitive Explanation of Convolutional Neural Networks

Convolutional Neural Networks (CNNs): An Illustrated Explanation

https://au.mathworks.com/campaigns/products/artifacts/deep-learning.html

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INTERMEDIATE

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ADVANCED

2. Deep learning school, Bay Area, 24-25/9/2016

http://www.bayareadlschool.org

Part 1: https://www.youtube.com/watch?v=eyovmAtoUx0

Part 2: https://www.youtube.com/watch?v=9dXiAecyJrY

1. Deep learning summer school, Montreal 1-7/8/2016

https://sites.google.com/site/deeplearningsummerschool2016/home

http://videolectures.net/deeplearning2016_montreal/

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