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CUHK-STAT3009: Recommender systems in Python

Slides Github Open In Colab

This is a repository on code and notebook illustration for CUHK-STAT3009.

Notebook

  • nb - prepare: Software preparation
  • nb - background: Baseline methods for Recommender Systems
  • nb - ML: Machine learning framework
  • nb - MF: Matrix factorization: BCD/ALS
  • nb - SGD: Matrix factorization: GD, ALS+GD, SGD
  • nb - MF++: Matrix factorization: NSVD and SVD++
  • nb - EDA: Real dataset: MovieLens and Data Virtualization
  • nb - NN: Neural Networks
  • nb - NCF: Neural Collaborative Filtering: Neural Networks in RS
  • Open In Colab | Neural RS with Side Information

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