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

Model Evaluation and Selection Model Tuning via Grid Search Full Pipeline Feature Importance (optional)

Code Management

Linear Regression

Gradient Descent Ensemble Learning

Model Evaluation

titanic.csv.zip

ModelEvaluation.pdf

Model Evaluation and Selection

Model Tuning via Grid Search

Feature Importance (optional)

Complete Code

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Model Evaluation and Selection

NOTE: In order to keep this demonstration code simple, we only choose three numerical features to train the model to avoid the tedious categorical feature…