11 - Coding: Time Awareness

11 - Coding: Time Awareness

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Practical ML - Feature Engineering

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Section 2: Introduction to Feature Engineering

  • Introduction to Feature Engineering Slides
  • Introduction to Feature Engineering Python Notebook
  • 01 - Theory - Part 1
  • 02 - Theory - Part 2
  • 03 - Theory - Part 3
  • 04 - Coding: Introduction
  • 05 - Coding: Resampling
  • 06 - Coding: Dealing with Missing Values
  • 07 - Coding: Outliers
  • 08 - Coding: Transformations
  • 09 - Coding: Lookahead Bias
  • 10 - Coding: Dummy Variables
  • 11 - Coding: Time Awareness
  • 12 - Coding: Interaction Terms
  • 13 - Coding: Basic Feature Selection
  • Introduction to Feature Engineering Sumary Quiz

Section 4: Case Study - Feature Engineering

  • Feature Engineering Slides
  • Feature Engineering Python Notebook
  • 01 - Imports
  • 02 - Features 1 to 3
  • 03 - Features 4 to 6
  • 04 - EDA, Part 1
  • 05 - EDA, Part 2
  • 06 - EDA, Part 3
  • 07 - EDA, Part 4
  • 08 - EDA, Part 5
  • Feature Engineering Summary Quiz