ML/AI - Optimizing 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 Optimizing the Decision Trees.
Overview
Prerequisites
File to download
Model Performance
Common Problems
Hyper parameters
Overfitting pattern
Handle Overfitting
Handle Bias
Use PCA
Prepare to rebuild
PCA in Numeric Pipeline
Rebuild Model
Retrain and analyze
Change hyperparameters
General Idea
Challenge Problem
Challenge Answer
Recap
Recap continued
Check Feature Importance
Check Decision tree
Congratulations on completing this course!