Python

• All Algorithms implemented in Python
• Python 数据科学速查表
• Yellowbrick: Machine Learning Visualization
• Machine Learning Links and Lessons Learned
• python豆瓣爬虫
• awesome-python-login-model
• 有趣的python爬虫：Alfred1984/interesting-python

case study

• Wikipedia Data Science: Working with the World’s Largest Encyclopedia
  • code
• How I analyzed a million Medium articles to learn how many claps great stories get
  • code: Analyzing_Medium
• Need Help Getting Started with Applied Machine Learning

Book

• Introduction to Data Science
  • Repository for data science book
• 斯坦福机器学习CS229课程讲义
• An in-depth machine learning tutorial introducing readers to a whole machine learning pipeline from scratch
• numpy 书籍:https://yunpan.360.cn/surl_ymvrfYVkzeu （提取码：f9bc）

系列教程

• 机器学习中文：刘建平Pinard
• Mathematics for Machine Learning
• Python script file

DeepLearning

• Classification and Loss Evaluation - Softmax and Cross Entropy Loss