01 - Machine learning infographic
图片解读机器学习的基本概念、五大流派与九种常见算法
EN：http://usblogs.pwc.com/emerging-technology/machine-learning-101/
CN：https://zhuanlan.zhihu.com/p/29440419
- Machine learning overview (infographic)：http://usblogs.pwc.com/emerging-technology/a-look-at-machine-learning-infographic/
- Machine learning methods (infographic)：http://usblogs.pwc.com/emerging-technology/machine-learning-methods-infographic/
- Machine learning evolution (infographic)：http://usblogs.pwc.com/emerging-technology/machine-learning-evolution-infographic/
02 - 统计知识
- 机器学习基础之「统计篇」：https://woaielf.github.io/2017/03/20/sta-all/
- 书目：《统计学习方法》- 李航
03 - 零基础入门深度学习
- (1)感知器: https://www.zybuluo.com/hanbingtao/note/433855
- (2)线性单元和梯度下降: https://www.zybuluo.com/hanbingtao/note/448086
- (3)神经网络和反向传播算法: https://www.zybuluo.com/hanbingtao/note/476663
- (4)卷积神经网络: https://www.zybuluo.com/hanbingtao/note/485480
- (5)循环神经网络: https://zybuluo.com/hanbingtao/note/541458
- (6)长短时记忆网络(LSTM): https://zybuluo.com/hanbingtao/note/581764
- (7)递归神经网络: https://zybuluo.com/hanbingtao/note/626300
04- 公众号
可作为信息搜索途径
- 机器之心
- AI前线
- AI研习社