Deep Learning Materials

list.md

Books

2018 Николенко С. И., Кадурин А. А., Архангельская Е. О. Глубокое обучение. Погружение в мир нейронных сетей 🔥

2016 Goodfellow I., Bengio Y., Courville A. Deep Learning 🔥

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

2017 Chollet F. Deep Learning with Python

Книга от создателя Keras

2018 Subramanian V. Deep Learning with PyTorch

Courses

PyTorch Tutorials Zero to ALL! 🔥

fast.ai

http://course.fast.ai/ http://course.fast.ai/part2.html 🇺🇸 2017-2018. Jeremy.

CS231n Convolutional Neural Networks for Visual Recognition

🇺🇸 2018. Stanford. Karpathy A.

https://www.coursera.org/specializations/deep-learning

🇺🇸 2018. Ng A.

Practical DL

2016-2018. ВШЭ, ШАД, Сколтех. Лемпицкий.

Introduction to Deep Learning

🇺🇸 2018. HSE. Sokolov E.

Deep Learning at Harbour Space

🇺🇸 2017. Harbour Space University. Николенко С. https://logic.pdmi.ras.ru/~sergey/teaching/mlhse2017.html

Курс о Deep Learning на пальцах

🇷🇺 2018. НГУ. Козлов С.

CS224n: Natural Language Processing with Deep Learning

🇺🇸 Stanford. Socher R.

Neural Networks for Machine Learning

🇺🇸 University of Toronto. Hinton G.

Practical RL

https://github.com/yandexdataschool/Practical_RL https://www.coursera.org/learn/practical-rl 🇷🇺🇺🇸 HSE, ШАД.

CS 294-112 Deep Reinforcement Learning

🇺🇸 UC Berkeley. Levine S.

Deep RL Bootcamp

🇺🇸 2018 Berkley. Abbeel P., Duan Y., Chen X., Karpathy A.

Neural Networks for NLP

🇺🇸 2018 Carnegie Mellon University. Neubig.