Neural Nets and Deep Learning References
A curated list of online articles related to deep learning and neural networks that are especially easy and enjoyable to read
Backpropagation
Convolutional Neural Networks (CNNs or ConvNets)
- CS231n Convolutional Neural Networks for Visual Recognition
- Conv Nets: A Modular Perspective
- Understanding Convolutions
- A Beginner's Guide to Understanding Convolutional Neural Networks
- A Beginner's Guide to Understanding Convolutional Neural Networks Part II
- The 9 Deep Learning Papers You Need To Know About (Understanding CNNs Part 3)
- An Intuitive Explanation of Convolutional Neural Networks
Recurrent Neural Networks (RNNs)
- Understanding LSTM Networks
- The Unreasonable Effectiveness of Recurrent Neural Networks
- Rohan & Lenny #3: Recurrent Neural Networks
Reinforcement Learning (RL)
- Deep Reinforcement Learning: Pong from Pixels
- Simple Reinforcement Learning with Tensorflow Part 0: Q-Learning with Tables and Neural Networks
Generative Adversarial Nets
Online Books
- Neural Networks and Deep Learning by Michael Nielsen