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

Pandas

We covered all parts in the Pandas section: https://www.harrywang.me/blog/data-science-intro#pandas

countries-2021.csv.zip

Numpy

We cover all parts in the Numpy section: https://www.harrywang.me/blog/data-science-intro#numpy

Matplotlib

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