GitPlanet

Cheap and reliable Node.js hosting starts at $3/month, and $1/month static HTML hosting

Created with love in Canada, visit hostnodejs.com today

Feel like to post an Ad? Learn Details
All Projects → Chinmayrane16 → Recommender-Systems-with-Collaborative-Filtering-and-Deep-Learning-Techniques

Chinmayrane16 / Recommender-Systems-with-Collaborative-Filtering-and-Deep-Learning-Techniques

Licence: MIT License
Implemented User Based and Item based Recommendation System along with state of the art Deep Learning Techniques

Programming Languages

Jupyter Notebook
11667 projects

Labels

deep-learningembeddingscollaborative-filteringrecommender-systemmovielens-datasetstate-of-the-art

Projects that are alternatives of or similar to Recommender-Systems-with-Collaborative-Filtering-and-Deep-Learning-Techniques

tf-recsys
tf-recsys contains collaborative filtering (CF) model based on famous SVD and SVD++ algorithm. Both of them are implemented by tensorflow in order to utilize GPU acceleration.
Stars: ✭ 91 (+121.95%)
Mutual labels:  collaborative-filtering, recommender-system, movielens-dataset
Awesome-Machine-Learning-Papers
📖Notes and remarks on Machine Learning related papers
Stars: ✭ 35 (-14.63%)
Mutual labels:  embeddings, collaborative-filtering, recommender-system
disentangled graph collaborative filtering
Disentagnled Graph Collaborative Filtering, SIGIR2020
Stars: ✭ 118 (+187.8%)
Mutual labels:  collaborative-filtering, recommender-system
svae cf
[ WSDM '19 ] Sequential Variational Autoencoders for Collaborative Filtering
Stars: ✭ 38 (-7.32%)
Mutual labels:  collaborative-filtering, recommender-system
SLRC
WWW'2019: Modeling Item-Specific Temporal Dynamics of Repeat Consumption for Recommender Systems
Stars: ✭ 32 (-21.95%)
Mutual labels:  collaborative-filtering, recommender-system
BPR MPR
BPR, Bayesian Personalized Ranking (BPR), extremely convenient BPR & Multiple Pairwise Ranking
Stars: ✭ 77 (+87.8%)
Mutual labels:  collaborative-filtering, recommender-system
Cofactor
CoFactor: Regularizing Matrix Factorization with Item Co-occurrence
Stars: ✭ 160 (+290.24%)
Mutual labels:  embeddings, recommender-system
Social-Recommendation
Summary of social recommendation papers and codes
Stars: ✭ 143 (+248.78%)
Mutual labels:  collaborative-filtering, recommender-system
Hetu
A high-performance distributed deep learning system targeting large-scale and automated distributed training.
Stars: ✭ 78 (+90.24%)
Mutual labels:  embeddings, state-of-the-art
Recommender-System
In this code we implement and compared Collaborative Filtering algorithm, prediction algorithms such as neighborhood methods, matrix factorization-based ( SVD, PMF, SVD++, NMF), and many others.
Stars: ✭ 30 (-26.83%)
Mutual labels:  collaborative-filtering, recommender-system
recommender system with Python
recommender system tutorial with Python
Stars: ✭ 106 (+158.54%)
Mutual labels:  collaborative-filtering, recommender-system
RecSys PyTorch
PyTorch implementations of Top-N recommendation, collaborative filtering recommenders.
Stars: ✭ 125 (+204.88%)
Mutual labels:  collaborative-filtering, recommender-system
Entity2rec
entity2rec generates item recommendation using property-specific knowledge graph embeddings
Stars: ✭ 159 (+287.8%)
Mutual labels:  embeddings, recommender-system
Ml Surveys
📋 Survey papers summarizing advances in deep learning, NLP, CV, graphs, reinforcement learning, recommendations, graphs, etc.
Stars: ✭ 1,063 (+2492.68%)
Mutual labels:  embeddings, recommender-system
slopeone
PHP implementation of the Weighted Slope One rating-based collaborative filtering scheme.
Stars: ✭ 85 (+107.32%)
Mutual labels:  collaborative-filtering, recommender-system
Paperlist For Recommender Systems
Recommender Systems Paperlist that I am interested in
Stars: ✭ 293 (+614.63%)
Mutual labels:  embeddings, collaborative-filtering
Deep Learning For Recommendation Systems
This repository contains Deep Learning based articles , paper and repositories for Recommender Systems
Stars: ✭ 2,493 (+5980.49%)
Mutual labels:  collaborative-filtering, recommender-system
Recommender System
A developing recommender system in tensorflow2. Algorithm: UserCF, ItemCF, LFM, SLIM, GMF, MLP, NeuMF, FM, DeepFM, MKR, RippleNet, KGCN and so on.
Stars: ✭ 227 (+453.66%)
Mutual labels:  collaborative-filtering, recommender-system
Recommendation.jl
Building recommender systems in Julia
Stars: ✭ 42 (+2.44%)
Mutual labels:  collaborative-filtering, recommender-system
TIFUKNN
kNN-based next-basket recommendation
Stars: ✭ 38 (-7.32%)
Mutual labels:  collaborative-filtering, recommender-system
View All Similar Projects ➔

Recommender-Systems-with-CF-and-DL-Techniques

In this repository, I have covered following topics -

  • What are Recommendations Systems?
  • Why do we need Recommendation Systems?
  • Collaborative Filtering
  • Types of Collaborative Filtering
  • Memory Based CF
  • User-Based CF
  • Item-Based CF
  • Model Based CF
  • K-Nearest Neighbours
  • Singular Value Decomposition
  • Non-Negative Matrix Factorization
  • Matrix Factorization using Deep Learning
  • Introduction to Embedding Layer
  • Architecture 1 with dot operation
  • Architecture 2 with concatenation operation
  • Evaluating RMSE
  • References

You can find the kernel on Kaggle too - Recommender Systems with CF and DL Techniques

I have used Movielens 100k ratings dataset to study about various Recommendation Techniques. Since the dataset size is small, I have used basic techniques but with more size we need to use hybrid and dimensionality reduction techniques.

I have covered one such recommendation technique using autoencoder in another repository (here). This was the second best recommendation technique, released by NVIDIA in 2017 - Training Deep AutoEncoders for Collaborative Filtering.

Note that the project description data, including the texts, logos, images, and/or trademarks, for each open source project belongs to its rightful owner. If you wish to add or remove any projects, please contact us at [email protected].