ML/AI - Segmentation using K-Means
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 Segmentation using K-Means Algorithm.
Overview
Prerequisites
File to download
An example
Customer Segmentation example
Discuss Customer Segmentation
Load Data
Understand Data
Visualize Data
Use Histogram
Challenge Problem
Use K-Means
Train on Inputs
Understand centroids
Make Predictions
Evaluate Performance
Define Inertia
Discuss more on Inertia
Math Definition
Model's Inertia
Challenge Problem
Challenge answer
Summary
Congratulations on completing this course!