7. Capstone Project

Welcome to the Capstone Project section!

This final module serves as a collection of practical examples that integrate the concepts and techniques learned throughout the previous modules, including:

• Python Basics & Data Handling (NumPy, Pandas)
• Machine Learning Fundamentals (Scikit-learn)
• Deep Learning with PyTorch
• Natural Language Processing (NLP)
• Computer Vision (CV)

Each sub-page within this section will detail a specific mini-project, showcasing how different AI domains can be combined to build functional applications. These examples are designed to provide a starting point and inspiration for your own AI explorations.

Navigate through the available projects in the sidebar menu to see them in action.

Available Projects

Customer Churn Prediction

A telecommunications customer churn analysis and prediction project that demonstrates:

• Exploratory data analysis and visualization
• Feature engineering and selection
• Building and evaluating classification models
• Interpreting model results with SHAP
• Translating insights into business recommendations with ROI estimates

Additional projects will be added as they are developed.