Recommendation System

Published: 09 Oct 2015 Category: deep_learning


Making a Contextual Recommendation Engine


Collaborative Deep Learning for Recommender Systems

Image-based recommendations on styles and substitutes

A Complex Network Approach for Collaborative Recommendation

Session-based Recommendations with Recurrent Neural Networks

Item2Vec: Neural Item Embedding for Collaborative Filtering

Wide & Deep Learning for Recommender Systems

Hybrid Recommender System based on Autoencoders

Parallel Recurrent Neural Network Architectures for Feature-rich Session-based Recommendations

Collaborative Filtering with Recurrent Neural Networks

Deep Neural Networks for YouTube Recommendations

Photo Filter Recommendation by Category-Aware Aesthetic Learning

  • intro: Filter Aesthetic Comparison Dataset (FACD): 28,000 filtered images and 42,240 reliable image pairs with aesthetic comparison annotations
  • arxiv:

Convolutional Matrix Factorization for Document Context-Aware Recommendation

Deep learning for audio-based music recommendation

Ask the GRU: Multi-Task Learning for Deep Text Recommendations

Collaborative Recurrent Autoencoder: Recommend while Learning to Fill in the Blanks

Recurrent Recommender Networks

Deep Learning based Large Scale Visual Recommendation and Search for E-Commerce

What Your Image Reveals: Exploiting Visual Contents for Point-of-Interest Recommendation

Recurrent Neural Networks with Top-k Gains for Session-based Recommendations

On Sampling Strategies for Neural Network-based Collaborative Filtering

Deep Learning based Recommender System: A Survey and New Perspectives

Training Deep AutoEncoders for Collaborative Filtering

Deep Collaborative Autoencoder for Recommender Systems: A Unified Framework for Explicit and Implicit Feedback

Deep Reinforcement Learning for List-wise Recommendations

Recommendations with Negative Feedback via Pairwise Deep Reinforcement Learning

Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding


Deep learning for music recommendation

Deep learning for music recommendation and generation


Recommending music on Spotify with deep learning

Generating Recommendations at Amazon Scale with Apache Spark and Amazon DSSTNE

Recommending movies with deep learning

Deep Learning Helps iHeartRadio Personalize Music Recommendations

Applying deep learning to Related Pins

Recommendation System Algorithms: Main existing recommendation engines and how they work

Building a Music Recommender with Deep Learning


NNRec: Neural models for Collaborative Filtering

  • intro: Source code for, AutoRec, an autoencoder based model for collaborative filtering. This package also includes implementation of RBM based collaborative filtering model(RBM-CF).
  • github:

Deep learning recommend system with TensorFlow

Deep Learning Recommender System

Keras Implementation of Recommender Systems


Deep Learning for Recommender Systems

Using MXNet for Recommendation Modeling at Scale


Recommender Systems with Deep Learning