Deep Leaning Rookie Guide

*: recommend

0. Python

• On-line tutorial
  • 廖雪峰Python教程*
  • Composing Programs
  • Learning with Python 3
  • Numpy tutorial
• On-line course
  • MIT: A Gentle Introduction to Programming Using Python*
  • Stanford: the python programming language

1. Deep Learning

1.1. Preparation

• On-line tutorials
  • UFLDL*
  • UFLDL(new)
  • Deep Learning
  • 机器学习 - 周志华
• On-line courses
  • Stanford: CS231n*
  • Stanford:CS224n*
  • Coursera: Machine Leaning
  • Coursera: Deep Learning
  • Machine Learning - Andrew Ng

1.2 Linear Classification

reference:

​ CS231n linear classification

​ L1 norm regularization and sparsity explained for dummies

​ Machine Learning 梯度下降法的三种形式BGD、SGD以及MBGD

1.3 Back Prop

reference:
CS231n backprop slides

1.4 Neural Network

reference:
Neural Nets slides and notes(1, 2, 3) in CS231n

1.5 CNN & RNN

reference:

​ CS231n CNN
​
​ How CNN works
​
​ CS231n RNN
​
​ Understanding LSTM Networks

2. Tensorflow

• On-line Courses
  • Stanford: CS 20SI
• On-line Tutorial
  • Tensorflowbook