Description: Join Hayley to discuss the next step in the machine learning process, data preprocessing. Learn about what happens to your data in preparation before any machine learning occurs.
Module Type: Foundational & Functional
Level: Beginner
Audience: All
Prerequisites: "Data Exploration" module & it's prerequisites
Run time: ~15 minutes
Module Sections:
00:00 - Intro, Topics Covered, & Learning Outcomes
01:10 - Data Preprocessing Overview
03:39 - Data Preprocessing in One AI - Scaling & OHE
06:09 - Data Preprocessing in One AI - Data Cleaning
09:45 - Data Preprocessing in One AI - Dimensionality Reduction
11:58 - Data Preprocessing for Individual Variables
13:58 - Conclusion & Thanks
The module transcription is attached below as a pdf.
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