Project Showcase
Highlight of my featured works
Game Recommender System
A machine learning project that recommends similar games using TF-IDF text vectorization and cosine similarity for content-based filtering.
🎯 What I Learned
- Vectorized text data with TF-IDF
- Calculated similarity with cosine similarity
- Built a recommendation engine for games
🛠 Tech Stack
- Python, Pandas, NumPy
- Scikit-learn (TF-IDF, Cosine Similarity)
📌 Evaluation / Next Step
Content-based recommendations worked well for similarity-based suggestions, but lacked novelty since it only recommends items similar to the input. Future steps include collaborative filtering and hybrid recommenders for improved personalization.