BANA409 - Fall 2026

Python and VS Code Setup Introduction to AI and ML Python Basics Numpy Pandas Matplotlib Kaggle Data Preprocessing Decision Tree

Baseline Prediction

Model Evaluation

Code Management

Linear Regression

Gradient Descent Ensemble Learning

Kaggle

California Housing Dataset: https://www.kaggle.com/datasets/harrywang/housing

Titanic Competition Dataset: https://www.kaggle.com/c/titanic

Matplotlib

We covered all parts in the Matplotlib and Pandas Charting sections at https://www.harrywang.me/blog/data-science-intro#matplotlib

Data Preprocessing

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