Lecture notes: 5
Schedule, assessment and deadlines live in the course overview.
Lecture notes
- RS-L01 Course Overview & Introduction
Recommender Systems, Collaborative Filtering, Neighborhood-based Collaborative Filtering, Memory-based Collaborative Filtering, … - RS-L02 Evaluation Beyond Accuracy
Beyond-Accuracy Evaluation, Offline Evaluation, Online Evaluation, A/B Testing, … - RS-L03a Sequential Recommendation Models
Sequential Recommendation, Matrix Factorization, Collaborative Filtering, Markov Chain, … - RS-L03b From LLMs to LRMs
Generative Recommendation, Large Recommendation Models (LRM), LLM-based Generative Recommendation, Item Tokenization, … - RS-L04 Generative Recommendation
Generative Recommendation, Generative Retrieval, Semantic IDs, Atomic Item IDs, …