Machine Learning: July 2025 B

Unit 3: Correlation and Regression

Unit Notes

The objectives of this unit were to review the core elements of statistical correlation and regression, including computational methods and their application to real world data.

My takeaway was an understanding of the basics of how to perform correlation and regression analysis on real world data.

Aside from seminar preparatory exercises, I also summarized peer responses from Unit 1's collaborative discussion about an example of unexpected outcomes of human-computer interaction in the context of Industry 4.0 / 5.0.

Collaborative Discussion: The Fourth Industrial Revolution (Continued)
Exercise 1: Pearson Correlation
Exercise 2: Linear Regression
Exercise 3: Multiple Linear Regression
Exercise 4: Polynomial Regression