Reading List

1. Machine Learning

Step 1

  • Hands-On Machine learning with Scikit-Learn and Tensorflow
  • Python Machine Learning. Sebastian Raschka
  • Introduction to Statistical Learning with R
  • 【参考书】机器学习. 周志华

Step 2

  • 训练平台:Kaggle,天池大数据竞赛
  • Scikit-learn: machine learning in Python

Step 3

  • Deeplearning.ai —— Coursera
  • Deep learning - by Ian GoodFellow

Step 4

  • Elements of Statistical Learning
  • 统计学习基础
  • 订阅arxiv
  • 关注顶会:ICML/NIPS/KDD

2. Financial Engineering

金融工程专业需要哪些数学基础? - 经管之家的回答 - 知乎