Data Science Handbook

Table of contents

• 0. Introduction
• 1. Data Preprocessing
• 2. Regression
• Project Guideline
• Appendix
• Resources

Appendix

• Job Description for Data Science
• Interview Question for Data Science
• Pandas Cheat Sheet
• Numpy Cheat Sheet
• Matplotlib Cheat Sheet
• Sklearn Cheat Sheet
• Conda CLI Cheat Sheet
• Statistics
• Kaggle 30 Days of Machine Learning

Resources:

• AI Road Map
• AI Free Course: Intel AI Academy
• Reading List
• Deep Learning Monitor: Latest Deep Learning Research Papers

Podcast:

• 1. Super Data Science
• 2. Visual ML