---
# System prepended metadata

title: Deep Learning
tags: [學習筆記, deep learning]

---

# Deep Learning

> Organization contact [name= [ierosodin](ierosodin@gmail.com)]
###### tags: `deep learning` `學習筆記`

Topics
---

## [L1-Introduction](http://www.deeplearningbook.org/contents/intro.html)

## [L5-MachineLearningBasics](http://www.deeplearningbook.org/contents/ml.html)

## [L6-DeepFeedforwardNetworks](https://hackmd.io/@ierosodin/L6-DeepFeedforwardNetworks)

## [L9-ConvolutionalNetworks](https://hackmd.io/@ierosodin/L9-ConvolutionalNetworks)

### [Dropout, Activation Function and ResNet](https://hackmd.io/@ierosodin/Hyd-nRSyB)

## [L10-RecurrentNeuralNetworks](https://hackmd.io/@ierosodin/L10-RecurrentNeuralNetworks)

### [Deriving Forward feed and Back Propagation in Long Short Term Memory (LSTM)](https://hackmd.io/@ierosodin/HJOSXt4JB)

## [L7-Regularization](https://hackmd.io/@ierosodin/L7-Regularization)

## [L14-Autoencoders](https://hackmd.io/@ierosodin/L14-Autoencoders)

## [L13-LinearFactorModels](https://hackmd.io/@ierosodin/SyX-GO9AN)

### [Probabilistic PCA](https://hackmd.io/@ierosodin/Probabilistic_PCA)

## [L16-GraphicalModels](https://hackmd.io/@ierosodin/BJgl3c5A4)

## [L17-MonteCarloMethods](https://hackmd.io/@ierosodin/L17-MonteCarloMethods)

### [Sampling](https://hackmd.io/@ierosodin/Sampling)

## [L19-ApproximateInference](https://hackmd.io/@ierosodin/L19-ApproximateInference)

## [L20-DeepGenerativeModels](https://hackmd.io/@ierosodin/L20-DeepGenerativeModels)

### [VAE vs. GAN](https://hackmd.io/@ierosodin/VAE_vs_GAN)

## [RL](https://hackmd.io/@ierosodin/RL_Note)

## [matrix cookbook](https://www.math.uwaterloo.ca/~hwolkowi/matrixcookbook.pdf)