ML ZOOMCAMP 2025 - Module 2

Module 2: Machine Learning for Regression

This module introduced the concepts behind linear regression by build a car price prediction model.

It involved the learning the mathematics behind learning linear regression, and writing the python functions to implement the model from first priciples. It also covered feature engineering, and regularization.

Topics covered include:

• Linear regression (implemented from first principles)
• Exploratory data analysis (Visualizing the data to get a feel of how it is distributed)
• Feature engineering (sythesizing new new features from existing features)
• Regularization techniques
• Model validation