机器学习资料推荐

基础篇：

机器学习 周志华.

统计学习方法 李航.

The Elements of Statistical Learning

进阶篇：

Pattern Recognition And Machine Learning

Probabilistic Graphical Models

机器学习：

Machine Learning

机器学习技法

机器学习基石

Deep Learning:

UFLDL

CS231n:Convolutional Neural Networks for Visual Recognition

工具(个人推荐，仅做参考)：

Python

Scikit-learn (for machine learning)

TensorFlow (for deep learning)

Kaggle：

Digit Recognizer：

kNN/LR/SVM/BP/CNN/PCA ...

Titanic: Machine Learning from Disaster:

DecisionTree/RandomForest/FeatureEngineering...

Facial Keypoints Detection and Leaf Classification:

Deep Learning for CV...

others...