ML/AI - Introspecting Decision Trees
Have you ever thought about understanding the basic concepts of Machine Learning & AI by doing some simple hands-on activities. In this course, we will focus on using Pipelines and Introspecting Decision Trees.
Overview
Prerequisites
File to download
Discuss Pipeline
Preprocessing steps
Numeric Pipeline
Numeric Features
Categoric Pipeline Function
Categoric Pipeline
Column Transformer
Use Pipeline
Make Predictions
Evaluate Model
More info about model
Challenge Problem
Visualize Decision Tree
Recap
Access Pipeline
Download Tree Visualization
Closer look
Example
Terminologies
Terminologies continued
Using Feature Names
Access Pipeline
Get all Feature Names
Updated Visualization
Best Indicators
Feature Importance
Format Output
Challenge Problem
Summary
Challenge Hint
Challenge answer
Congratulations on completing this course!