Building a Recommendation System with Python Machine Learning & AI

Discover how to use Python to build programs that can make recommendations. This hands-on course explores different types of recommendation systems, and shows how to build each one.

Introduction

• Welcome
• Using the exercise files

1. Simple Approaches to Recommendation Systems

• Introducing core concepts of recommendation systems
• Popularity-based recommenders
• Evaluating similarity based on correlation

2. Machine Learning Recommendation Systems

• Classification-based collaborative filtering
• Model-based collaborative filtering systems
• Content-based recommender systems
• Evaluating recommendation systems

Conclusion

• Next steps