ML/AI - Multivariate Polynomial Regression
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 Multivariate Polynomial Regression.
Overview
Prerequisites
File to download
Quick Outline
Cubic Model Features
Transform Numeric Data
Scale Data
Add Nominal Data
Merge Nominal Data
Train model
Evaluate model
Recap
Recap continued
View Percentage difference
Transform Data
Scale Data
Combine ordinal features
Train model and Predict
Check Score
View Percentage difference
Summary
Over and Under Fitting
Example
Identify Over and Under Fitting
Regularization
Advantage of using RidgeCV
Challenge Problem
Challenge Answer
Congratulations on completing this course!