weight: 2 title: Recsys Syllabus #
Books
System design
Recsys Algorithms
- Collaborative Filtering Reading:Amazon Paper
- Collaborative Filter Survey Paper
- Matrix Factorization - Reading: Netflix Prize paper
- Content Filtering - Twitter Paper
- Hybrid Recommenders: Collaborative + Content Based
Methods
- Personalization
- Multiarmed Bandits
- Embeddings Overview and Overview
- Random Walk - Pixie
- Definitions of similarity/distance in personalized algos
- Candidate Generation Process
- Candidate Ranking Process
Recsys Evaluation Metrics:
- Precision and Recall
- Overview
- Overview
- Overview
- Precision/Recall/AUC
Deep Learning Recsys
[tbd] Softmax
Recsys in Production