georgemcintire / collection_free_dl_resources

My exhaustive repo of free deep learning resources

collection_free_DL_resources

Here is my exhaustive collection of free deep learning learning resources. These are the best courses, guides, and videos that I've compiled on this subject.

Github repos:

https://github.com/aymericdamien/TensorFlow-Examples

https://github.com/ageron/handson-ml

https://github.com/nfmcclure/tensorflow_cookbook

https://github.com/Hvass-Labs/TensorFlow-Tutorials

https://github.com/rasbt/deep-learning-book

https://github.com/adeshpande3/Tensorflow-Programs-and-Tutorials

https://github.com/fastai/courses

https://github.com/udacity/deep-learning

https://github.com/mnielsen/neural-networks-and-deep-learning

https://github.com/oxford-cs-deepnlp-2017/lectures

Videos:

https://www.youtube.com/user/NeuralInformationPro

https://www.analyticsvidhya.com/blog/2016/12/21-deep-learning-videos-tutorials-courses-on-youtube-from-2016/

http://www.kdnuggets.com/2015/06/top-10-machine-learning-videos-youtube.html

https://www.youtube.com/channel/UC9OeZkIwhzfv-_Cb7fCikLQ

https://www.youtube.com/watch?v=oYbVFhK_olY

https://www.youtube.com/watch?v=dafuAz_CV7Q

https://www.youtube.com/watch?v=nl_4WFHQ4LU

https://www.youtube.com/watch?v=czLI3oLDe8M

Courses:

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

http://course.fast.ai/

https://medium.freecodecamp.com/dive-into-deep-learning-with-these-23-online-courses-bf247d289cc0

https://www.coursera.org/learn/neural-networks

https://www.class-central.com/mooc/6679/kadenze-creative-applications-of-deep-learning-with-tensorflow

http://machinelearningmastery.com/deep-learning-courses/

https://www.tensorflow.org/get_started/mnist/beginners

https://www.tensorflow.org/get_started/mnist/pros

https://channel9.msdn.com/Events/Neural-Information-Processing-Systems-Conference/Neural-Information-Processing-Systems-Conference-NIPS-2016

https://www.nvidia.com/en-us/deep-learning-ai/education/

https://www.class-central.com/mooc/8083/6-s191-introduction-to-deep-learning

https://www.class-central.com/mooc/8097/deep-learning-for-natural-language-processing

https://cognitiveclass.ai/courses/introduction-deep-learning/

Books:

http://www.deeplearningbook.org/

https://github.com/janishar/mit-deep-learning-book-pdf

https://github.com/HFTrader/DeepLearningBook