Item Recommendation Systems Embedding Tools

Tools for building recommendation engines that suggest products, content, or entities based on embeddings and similarity search. Includes collaborative filtering, content-based recommendations, and vector retrieval systems. Does NOT include general search/retrieval, clustering without recommendation objectives, or domain-specific recommendation tasks (music, books, jobs already covered in sibling categories).

There are 89 item recommendation systems tools tracked. The highest-rated is D2KLab/entity2rec at 47/100 with 183 stars.

Get all 89 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=embeddings&subcategory=item-recommendation-systems&limit=20"

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# Tool Score Tier
1 D2KLab/entity2rec

entity2rec generates item recommendation using property-specific knowledge...

47
Emerging
2 Azure-Samples/azure-sql-db-session-recommender

Build a recommender using OpenAI, Azure Functions, Azure Static Web Apps,...

45
Emerging
3 Chinmayrane16/Recommender-Systems-with-Collaborative-Filtering-and-Deep-Learning-Techniques

Implemented User Based and Item based Recommendation System along with state...

43
Emerging
4 mengfeizhang820/Paperlist-for-Recommender-Systems

Recommender Systems Paperlist that I am interested in

42
Emerging
5 loserChen/Awesome-Recommender-System

The collection of papers about recommender system

36
Emerging
6 Gavince/Recommend-System

深度学习与推荐系统学习,理论结合代码更香。

35
Emerging
7 faizanahemad/Hybrid-Weighted-Embedding-Recommender

A Hybrid Recommendation system which uses Content embeddings and augments...

35
Emerging
8 siddgood/podcast-recommendation-engine

:microphone: Building a content-based podcast recommender system using NLP

34
Emerging
9 ishugaepov/Awesome-Machine-Learning-Papers

📖Notes and remarks on Machine Learning related papers

34
Emerging
10 tnathu-ai/recommender-system-openAI

recommender system using OpenAI API

32
Emerging
11 michaelbzms/DeepRecommendation

This is the source code for my MSc thesis on Hybrid Recommendation Systems...

31
Emerging
12 pavanbadempet/Movie-Recommendation-System

Content-based movie recommendation engine using SBERT semantic embeddings,...

30
Emerging
13 shik3519/collaborative-filtering

Implementation of collaborative filtering using fastai and pytorch

30
Emerging
14 silky/deep-scite

:rowboat: A simple recommendation engine (by way of convolutions and...

29
Experimental
15 julien040/hn-recommendation-api

A recommendation system for Hacker News. Get the most similar posts for a given URL

29
Experimental
16 Daheer/E-Commerce-Recommender

Recommendation system that searches similar items

29
Experimental
17 timsankara/Scientific-Paper-Recommender-System

This repository provides recommendations for research papers based on user...

29
Experimental
18 swap-253/Recommender-Systems-Using-ML-DL-And-Market-Basket-Analysis

This repository consists of collaborative filtering Recommender systems like...

28
Experimental
19 JocelynVelarde/valentines-tech

Build a simple recommendation system from scratch! Learn how to analyze...

28
Experimental
20 pm3310/hotel-recommender-system

A hotel recommender system using SageMaker

27
Experimental
21 rdemarqui/perfume_recommender

A perfume recommendation system

27
Experimental
22 Layendan/osuPulse

Recommending osu! beatmaps for you

26
Experimental
23 embSneakers/embSneakers

Constructing Sneaker Embeddings Using Web Data to Reveal 22-Year History of...

24
Experimental
24 EmranZZ/Reseacrh-Paper-Recommendation-and-Subject-Area-Prediction-Using-Sentence-BERT-and-MLP-Classification

Semantic paper recommender and multi‑label subject predictor using...

24
Experimental
25 Subrat1920/Course-Recommendation

An end-to-end Course Recommendation System that uses deep learning for...

24
Experimental
26 GlenCrawford/movie_recommendation_neural_network

Movie recommendation system using neural network entity embeddings.

23
Experimental
27 RLAlpha49/AniSearch

A Next.js web application that allows users to search for anime and manga...

22
Experimental
28 akimdavidov671/user-demographics-prediction-movielens

Predicting user demographics from movie ratings using genre-based features...

22
Experimental
29 wesleyscholl/ai-sommelier

🤵🏻‍♂️🍷 An AI-powered wine recommendation system that helps customers find...

22
Experimental
30 LyeZinho/vectorial-recomendation-system

A production-ready three-tier anime recommendation engine combining...

22
Experimental
31 JamalRahman/Video-Game-Recommender

Find A Game! Video Game recommendation system & genre-exploration using...

21
Experimental
32 nking/retrieval

making of a recommendations retriever using embedding models and approx...

21
Experimental
33 Yonatankinfe/ecommerce-recommendation-system-api

A plug-and-play recommendation engine to boost sales on your e-commerce...

21
Experimental
34 dd-se/movie-recommendation-api

Find the right movie, instantly.

21
Experimental
35 EnricRovira/TFM_DNN_Recomendator

Custom Recomendator for my Master Final Project

21
Experimental
36 commoncrawl/cc-citations-paper-explorer

A visual paper explorer based on cc-citations....

21
Experimental
37 vivek-i8/Lumina-Movie-Engine

A hybrid semantic movie recommendation engine using Sentence-BERT and...

21
Experimental
38 NeicerVB/App_recomendacion_ropa

Aplicación que recomienda ropa similar basada en imágenes. Usa inteligencia...

21
Experimental
39 Gaurav-Pande/Recommendation_systems

Auto encoders based recommendation system

20
Experimental
40 joisino/consul

Code for "Towards Principled User-side Recommender Systems" (CIKM 2022)

20
Experimental
41 BauplanLabs/playlist-recomendations-with-bauplan-and-mongodb

Reference implementation of embedding-based, sequential recommendations,...

20
Experimental
42 zilliz-bootcamp/graph_based_recommend

This project uses graph convolutional neural networks to generate...

20
Experimental
43 xettrisomeman/movie-semantic-search

Search movies using natural language.

19
Experimental
44 arghyaxcodes/intelliflix

A semantic movie recommendation system using NLP via (sentence-transformers...

19
Experimental
45 neo-con/tft-embedded-synergy-builder

A fun project experimenting with champion synergies and item recommendations...

19
Experimental
46 mythrantic/recommendation-engine

recommendation-engine i use on some of my project gathered together

19
Experimental
47 kdevo/chaos-rrs

Chaos - a first of its kind framework for researching Reciprocal Recommender...

19
Experimental
48 enmanuelmag/AnimeClassificator

Investigation of models for anime classification using representative anime...

18
Experimental
49 Marta-Barea/embeddings-recommender-netflix

This project builds a recommendation system for Netflix titles using...

18
Experimental
50 theprashasst/Advanced-Anime-Recommendation-System

Advanced anime recommendation

17
Experimental
51 ibrhr/Movies

Movie Recommendations + Smart Search

17
Experimental
52 dhawalsarode/vibe-matcher

🎧 AI-powered vibe-based fashion recommender that matches a user's mood or...

17
Experimental
53 Harru95/VibeMatcher

AI-powered fashion vibe recommender using embeddings and cosine similarity.

17
Experimental
54 recombee/personalized-paper-explorer

Scientific Paper Recommendations And Search, Powered by Recombee

17
Experimental
55 italocosilva/movie-recommendation

🎬 Welcome to the MovieLens Recommender! This project harnesses the magic of...

17
Experimental
56 DevDizzle/sci-paper-hub

PaperRec: arXiv-powered paper recommender. Harvests...

17
Experimental
57 isatyamks/fashion-vision

Tagging & Vibe Classification Engine

16
Experimental
58 gauldal/MovieFactory

Hybrid Movie Search & Search Experiment Platform (CLIP + SBERT + TF-IDF...

16
Experimental
59 Rutuja1423/wine-recommendation-nlp

Wine Recommendation System using NLP & Transformer Embeddings

15
Experimental
60 RaY8118/anime-recommendation

NekoRec is a full-stack web application for personalized anime...

15
Experimental
61 matthew-sbrito/recommendation

A product recommendation API. Recommendations are personalized based on the...

14
Experimental
62 CogitoNTNU/CogitoXInfor

Cross-selling recommendation model made by Cogito NTNU in collaboration with Infor AS

14
Experimental
63 HAQ-NAWAZ-MALIK/AI_EDU_Recommender

A lightweight, intelligent recommendation engine that personalises...

14
Experimental
64 spiliossp/NLP_Citation_Link_Prediction

Predict whether an academic paper cites another paper. Find missing links....

14
Experimental
65 riche45/H-M-Fashion-Recommendations

Sistema de recomendación de las tiendas H&M

14
Experimental
66 itsmyfacade/recommender-app

Semantic product recommendation engine using SentenceTransformers and cosine...

13
Experimental
67 The-iyed/recommendation-engine

🧠 Real-time generic entity recommendation engine using vector similarity,...

13
Experimental
68 zchtsk/product-recsys

Use Word2Vec modeling with grocery transactions to identify product...

13
Experimental
69 martinapapp/reelRecs

A conversational movie recommendation chatbot powered by semantic search and AI.

13
Experimental
70 dorhaboosha/TV-Show-Recommender-AI

TV show recommender using embeddings + cosine similarity, with fuzzy...

13
Experimental
71 rameshkumart05/recommender-system-streamlit

🎥 Create personalized movie recommendations with this Streamlit app,...

13
Experimental
72 ahmedhiyba11/MSLIST

🎬 Discover movies and shows effortlessly with MS List, an AI-powered...

13
Experimental
73 HimasagarU/Simple-Arxiv-Paper-Recommender

Lightweight Jupyter‑notebook prototype that recommends related arXiv papers...

13
Experimental
74 dmcqueen/wine-ai

🍷 Semantic wine recommendation engine powered by Vespa vector search...

13
Experimental
75 Elmar999/Recommendation-systems

Content and collaborative filtering for User-Movie recommendation system.

12
Experimental
76 PrithvirajVNair/MSLIST

AI-powered movie & TV show discovery platform with smart recommendations,...

12
Experimental
77 di37/content-based-movie-recommender-system

The Content-Based Movie Recommender System is designed to suggest movies to...

12
Experimental
78 Pradnya1208/Similar-product-recommendation-system-using-CNN

In this repository, we have implemented the CNN based recommendation system...

12
Experimental
79 Giathi-Daniel/popchoice-cinema-quest

PoPChoice - AI-Powered Movie Recommender A smart movie suggestion app...

12
Experimental
80 Ramseths/nsf_research_awards

NSF Research Awards Abstracts Welcome to the NSF Research Awards Abstracts...

11
Experimental
81 taaylor/gg_kino

Open source киносервис, где можно поглядеть фильмы и весло провести время....

11
Experimental
82 MNoorFawi/building-recommendation-engine-with-reinforcement-learning

building a movie recommendantion enine leveraging a blend of graph-based...

11
Experimental
83 RLAlpha49/AniSearch-Model

AniSearchModel leverages Sentence-BERT (SBERT) models to generate embeddings...

11
Experimental
84 kyuhyeokseo/GNN_RECSYS

Paper Review about GNN and RECOMMENDER SYS.

11
Experimental
85 vaibhav-khattar/movieSearch

A movie search engine based on TMDB dataset (2016) with semantic search and GenAI

11
Experimental
86 chandkund/Recipe-Recommendations

The Recipe Recommendations project leverages natural language processing...

11
Experimental
87 omar-arif/semantic-movie-recommender

A movie recommendation system that utilizes FastAPI and Sentence...

11
Experimental
88 connor-mccarthy/garm2vec

👕 👗 A multi-input neural network model for generating dense clothing embeddings.

10
Experimental
89 AndreasKaratzas/deep_learning

Movie recommendation using deep learning techniques. There are two different...

10
Experimental