Recommender-System-Project

Resources for Deep Recommender System

Dataset

Dataset

E-commerce

• Retailrocket

• Amazon

Movies

• Movielens

• Jester

Tools

• deep learning frameworks:
  • tensorflow/keras
    • tutorial
    • tutorial
  • pytorch
    • tutorial
• data preprocess (python library):
  • pandas

Python Library

• LightFm
• Surprise
• Implicit
• Spotlight

Overview/Backgroud - (must know)

• matrix factorization techniques for recommender systems
• SVD++ (paper)
• implicit ALS (paper)

Evaluation Method/ Metric - (must know)

• HR (blog)

• nDCG (wiki)

Models

• Matrix factorization

  • code
    • pytorch

• SVD++ (paper)

• Factorization Machine (paper)
  • code
    • pytorch
    • sklearn
• BPR (paper)
  • code
    • tensorflow
    • Theano
• implicit ALS (paper)
  • more reading materials
    • A Gentle Introduction to Recommender Systems with Implicit Feedback
  • code
    • implicit
• NCF (paper)
  • code
    • offical (theano)
    • tensorflow/keras
    • pytorch

More Models

• RBM for CF (paper)
  • code
    • tensorflow

• Probabilistic MF (paper)

  • code
    • sklearn

  More Resources

  • Deep-Learning-for-Recommendation-Systems