Materials and homework assignments for HSE recommender systems course
Task 1. Matrix Factorization
Task: Implement SVD explicit data decomposition using SGD. Implement matrix decomposition of implicit data using ALS, BPR, WARP.
Task 2. Gradient Boosting Decision Trees
Task: Build a recommendation system using GBDT. Build non-classical embeddings using information about music tracks.