Deep Learning Books, Tutorials, and Courses
Free Course in Deep Learning
- Coursera: Reinforcement Learning
- Yann Le Cun Pytorch Deep Learning, Youtube, Github
- Python ML Course License: MIT
- TensorFlow, Keras and deep learning, without a PhD, Github License: Apache
- Deep Learning with Tensorflow License: Apache
- mrdbourke/tensorflow-deep-learning: All course materials for the Zero to Mastery Deep Learning with TensorFlow course. License: MIT
Open Licensed Deep Learning Books and Tutorials
- Deep Learning with Keras and Tensorflow License: MIT
- Practical Deep Learning for Coders GitHub License: Apache
- Dive into Deep Learning, Github License: CC-BY
- Spinning Up in Deep RL, GitHub License: MIT
CC-BY-NC Deep Learning Books and Tutorials
- Neural Networks and Deep Learning Code at Github License: CC-BY-NC
Free Deep Learning Books and Tutorials
- Deep Learning with PyTorch
- Deep Learning Project License: -
- Code for Deep Learning Book
- Samuel Sena : Deep Learning Tutorial in Indonesian
List of Deep Learning Books
Deep Learning Tutorial
Visualization
eBook
- Introduction - The Mathematical Engineering of Deep Learning
- Full Stack Deep Learning - Full Stack Deep Learning
- Dive into Deep Learning—Dive into Deep Learning 0.16.1 documentation
Machine Learning
- Machine Learning Crash Course - Google Developers
- Courses List Google Digital Garage
- Notes on machine learning
- karpathy/convnetjs: Deep Learning in Javascript. Train Convolutional Neural Networks (or ordinary ones) in your browser. Deep Learning in Javascript. Train Convolutional Neural Networks (or ordinary ones) in your browser.
- MIT Deep Learning 6.S191
- Demystifying Deep Learning Primer
- FrancescoSaverioZuppichini/glasses: High-quality Neural Networks for Computer Vision 😎
- Ground AI Our mission is to increase AI scholarly communication
- khanhnamle1994/applied-machine-learning: A step-by-step guide to get started with Applied Machine Learning
- google/applied-machine-learning-intensive: Applied Machine Learning Intensive Bangkit
- tfolkman/byu_econ_applied_machine_learning: The course work for the applied machine learning course I am teaching at BYU
- amitkaps/applied-machine-learning: Applied Machine Learning @ http://amitkaps.com/ml
Machine Learning Course
- COMS W4995 Applied Machine Learning Spring 2019 - Schedule - Andreas C. Müller - Associate Research Scientist, amueller/COMS4995-s19: COMS W4995 Applied Machine Learning - Spring 19 License: CC0
Learning NN
- Autotelic Computing: Neural Network 101
- Everything you need to know about Neural Networks and Backpropagation—Machine Learning Easy and Fun - by Gavril Ognjanovski - Towards Data Science
- Δ ℚuantitative √ourney - Gradient Descent with Backpropagation
- Neural Networks: Feedforward and Backpropagation Explained
- How to Train Neural Networks With Backpropagation « The blog at the bottom of the sea
- Rohan & Lenny Neural Networks & The Backpropagation Algorithm, Explained - by Rohan Kapur - A Year of Artificial Intelligence
- Backpropagation Tutorial - Manfred Zabarauskas' Blog
- A Visual Tour of Backpropagation
Machine Learning
- Machine Learning for Everyone
- Vas3k : good blog
- Neural Network Zoo
- GPU Benchmarks for Deep Learning - Lambda
- Introduction to Computer Science and Programming Using Python - edX
- DALL·E: Creating Images from Text
- CLIP: Connecting Text and Images
- lucko515/cnn-raccoon: Create interactive dashboards for your Convolutional Neural Networks with a single line of code!
- Ecco - Look Inside Language Models
Deep Learning References
Books
Courses
Guides to deep learning
- A guide to deep learning by YerevaNN research labs
- Unsupervised feature learning and deep learning tutorial, amaas/stanford_dl_ex: Programming exercises for the Stanford Unsupervised Feature Learning and Deep Learning Tutorial
- Most cited deep learning papers
Tutorials, blogs, demos
- Convolution arithmetic tutorial: web, arXiv
- TensorFlow Playground
- http://distill.pub/
- http://karpathy.github.io/
- Arun's dilation demo
- Arun's explanation of LSTM Forward-Backward passes
- Mixture Density Network tensorflow