Build Your Own Book Recommender – Python Toolkit for Educators & Freelancers

Build your own book recommendation engine with this modular, offline-compatible Python bundle.

Perfect for educators, freelancers, and learners, this toolkit includes clean data loaders, preprocessing logic, a k-NN model, and a Streamlit UI—plus a script-based walkthrough and sample output for reproducibility.

✅ No internet required

✅ Beginner-friendly and contest-ready

✅ Includes demographic filtering by age and location

✅ Modular code for teaching, prototyping, or productization

Whether you're teaching recommender systems, building freelance prototypes, or prepping for coding contests, this bundle gives you everything you need to get started.