This repository contains the collaborative filtering using Nonnegative Matrix Factorization (NMF) method. The NMF model is built from scratch using mainly numpy and jax libraries in Python. It is assessed by a recommender system task on the Kaggle user-song rating dataset, including performance comparison with a simple baseline model.