AMF1P-Book

Companion Repo for the book Applied ML from 1st principles (Use the requirements.txt under each chapters if you run into any trouble running these notebooks.)

• Section 1: 1st Principles
• Section 2: Principles and Practice
  • Chapter 1: Problem and Domain Understanding Principles
  • Chapter 3: Data Understanding Principles
    • Companion notebook:
      • Data understanding: Online dating dataset
    • Exercise notebooks:
      • Apple CoVID Mobility analysis
      • Google CoVID Mobility analysis
  • Chapter 4: Data Viz Principles
  • Chapter 5: Feature Engineering Principles
  • Chapter 6: Learning Principles