ML/AI - Classification with Imbalanced Datasets
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 Classification with Imbalanced Datasets.
Overview
Prerequisites
File to download
Imbalanced Data set
Minority Class
Move to function
Balanced Accuracy Score
Improve Model
Check score
Accuracy score
Issue with Accuracy Score
Balanced Accuracy Score
Challenge Problem
Recap
Challenge answer
Model Introspection
Get model from pipeline
Get Coefficient
Challenge Problem
Analyze Coefficient
Average size of Coefficient
Correlation for few columns
Analyze Correlation
More info from Coefficient
Congratulations on completing this course!