deep learning

课程

• 机器学习速成课程
• 深度学习 专项课程
• TensorFlow in Practice
• http://neuralnetworksanddeeplearning.com/
• http://cs231n.github.io/
• CS 20: Tensorflow for Deep Learning Research
• https://nndl.github.io

深度学习教材

• http://neuralnetworksanddeeplearning.com/index.html
• 花书 中文版
• 动手学深度学习 PyTorch版

示例

• https://github.com/aymericdamien/TensorFlow-Examples
• https://github.com/yunjey/pytorch-tutorial
• https://github.com/erhwenkuo/deep-learning-with-keras-notebooks

Attention, Transformer

• Attention Is All You Need
• Universal Transformers
• 李宏毅老师课程 pdf ppt video youtube vidoe bilibili
• The Illustrated Transformer
• The Annotated Transformer
• keras-transformer
• https://kexue.fm/archives/4765

深度神经进化

• https://github.com/uber-research/deep-neuroevolution

有用的库

• https://github.com/MisaOgura/flashtorch 神经网络可视化(pytorch)

tensorflow教程

• How to eat TensorFlow2 in 30 days ?
• 简单粗暴 TensorFlow 2