Recommendation Systems

Bookmark of Repos for my ongoing learning

Deep Learning based Recommender System: A Survey and New Perspectives

• recmetrics - A python library of evalulation metrics and diagnostic tools for recommender systems.
• List of Recommender Systems
• Case Recommender - A Python Framework for RecSys
• Implicit
• Recommenders - Microsoft
• Recommender Systems in Python 101
• LightFM is a Python implementation of a number of popular recommendation algorithm
• Spotlight uses PyTorch to build both deep and shallow recommender models
• Build a Recommendation Engine With Collaborative Filtering
• Crab - Recommender systems in Python
• Beginner Tutorial: Recommender Systems in Python
• Recommendation System in Python
• Surprise is a Python scikit for building and analyzing recommender systems that deal with explicit rating data.

High level thoughts

• Data connectors class
• SVDclass - Dataload - Algorun - Validate - Results
• NMFclass - Dataload - Algorun - Validate - Results
• ItemItemrecomclass - Dataload - Algorun - Validate - Results
• UserUserrecomclass - Dataload - Algorun - Validate - Results

Structuring Your Project

Keras Reads

• Building a book Recommendation System using Keras
• keras-recommender
• Deep Beers: Playing with Deep Recommendation Engines Using Keras
• A Transformer-based recommendation system
• Collaborative Filtering for Movie Recommendations
• Memory-efficient embeddings for recommendation systems

July 5th Updates

Building and comparing recommendation systems to scale using scikit-surprise (surprise library)

Sampling Methods to speed up Clustering Algorithms

Recommender System - matrix factorization algorithm.

Recommendation system with Python using Movie Lens Data Set.

Softmax DNN for Recommendation

Colab: Build a Movie Recommendation System

Collaborative Filtering

Matrix Factorization 

A Recurrent Neural Network Based Recommendation System

Keep Thinking!!!!