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Getting Started in Deep Learning
These are the recommended links for getting into Deep Learning:
Video for a really basic overview: Neural Networks demystified: https://www.youtube.com/watch?v=bxe2T-V8XRs
A quick video intro to Deep Learning: https://www.youtube.com/watch?v=N4gDikiec8E&list=TLGGOKMRnS58gJYwNzAyMjAxNw
A "Simple Guide to Deep Learning" https://www.id.vc/download/simple-guide-to-deep-learning.pdf
A Brief Overview of Deep Learning (by Ilya Sutskever): http://yyue.blogspot.co.at/2015/01/a-brief-overview-of-deep-learning.html
Google's Machine Learning & Deep Learning 101: https://docs.google.com/presentation/d/1kSuQyW5DTnkVaZEjGYCkfOxvzCqGEFzWBy4e9Uedd9k/preview?imm_mid=0f9b7e&cmp=em-data-na-na-newsltr_20171213&slide=id.g24521cd995_0_459
Neural Networks and Deep Learning: excellent online book to get you started in Deep Learning (with Implementation Examples) http://neuralnetworksanddeeplearning.com/
Overview of gradient descent algorithms http://sebastianruder.com/optimizing-gradient-descent/
Beginner's Check: Which tutorials to do?
Keras Tutorial: Keras is a framework on top of Tensorflow to make it easy to code Neural Networks quickly https://keras.io/#getting-started-30-seconds-to-keras
Fast.ai: free courses for coders https://www.fast.ai
The 9 Deep Learning Papers You Need To Know About (Understanding CNNs Part 3): https://adeshpande3.github.io/adeshpande3.github.io/The-9-Deep-Learning-Papers-You-Need-To-Know-About.html
Deeplearning.net Tutorials collection: http://deeplearning.net/tutorial
Essential Cheat Sheets for Machine Learning and Deep Learning Engineers https://startupsventurecapital.com/essential-cheat-sheets-for-machine-learning-and-deep-learning-researchers-efb6a8ebd2e5
7 Essential AI YouTube Channels https://towardsdatascience.com/7-essential-ai-youtube-channels-d545ab401c4
Crash Course in Convolutional Neural Networks: http://machinelearningmastery.com/crash-course-convolutional-neural-networks/
CNN for Tutorial for Beginners: https://medium.com/@ageitgey/machine-learning-is-fun-part-3-deep-learning-and-convolutional-neural-networks-f40359318721#.eqa6mutuz
Tom Lidy's Deep Learning Tutorials:
- Deep Learning Tutorial on Convolutional Neural Networks (CNN) [2019 update]: https://github.com/audiofeature/DeepLearningTutorial_2019
- Deep Learning with Keras: https://github.com/tuwien-musicir/DL_Tutorial
- Deep Learning for Music Classification: https://github.com/tuwien-musicir/DL_MIR_Tutorial
Stanford Course on Convolutional Neural Networks for Visual Recognition: http://cs231n.stanford.edu/