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 72 item recommendation systems tools tracked. The highest-rated is D2KLab/entity2rec at 40/100 with 183 stars.

Get all 72 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	D2KLab/entity2rec entity2rec generates item recommendation using property-specific knowledge...	40	Emerging	183	Python
2	Azure-Samples/azure-sql-db-session-recommender Build a recommender using OpenAI, Azure Functions, Azure Static Web Apps,...	38	Emerging	51	Bicep
3	Chinmayrane16/Recommender-Systems-with-Collaborative-Filtering-and-Deep-Learning-Techniques Implemented User Based and Item based Recommendation System along with state...	36	Emerging	63	Jupyter Notebook
4	mengfeizhang820/Paperlist-for-Recommender-Systems Recommender Systems Paperlist that I am interested in	35	Emerging	449	—
5	loserChen/Awesome-Recommender-System The collection of papers about recommender system	29	Experimental	90	—
6	faizanahemad/Hybrid-Weighted-Embedding-Recommender A Hybrid Recommendation system which uses Content embeddings and augments...	28	Experimental	17	Python
7	Gavince/Recommend-System 深度学习与推荐系统学习，理论结合代码更香。	28	Experimental	162	Jupyter Notebook
8	siddgood/podcast-recommendation-engine :microphone: Building a content-based podcast recommender system using NLP	27	Experimental	32	Jupyter Notebook
9	ishugaepov/Awesome-Machine-Learning-Papers 📖Notes and remarks on Machine Learning related papers	27	Experimental	47	HTML
10	tnathu-ai/recommender-system-openAI recommender system using OpenAI API	25	Experimental	3	Jupyter Notebook
11	michaelbzms/DeepRecommendation This is the source code for my MSc thesis on Hybrid Recommendation Systems...	24	Experimental	4	Jupyter Notebook
12	pavanbadempet/Movie-Recommendation-System Content-based movie recommendation engine using SBERT semantic embeddings,...	23	Experimental	8	Python
13	shik3519/collaborative-filtering Implementation of collaborative filtering using fastai and pytorch	23	Experimental	10	HTML
14	nking/retrieval making of a recommendations retriever using embedding models and approx...	22	Experimental	—	Python
15	timsankara/Scientific-Paper-Recommender-System This repository provides recommendations for research papers based on user...	22	Experimental	1	CSS
16	julien040/hn-recommendation-api A recommendation system for Hacker News. Get the most similar posts for a given URL	22	Experimental	83	TypeScript
17	silky/deep-scite :rowboat: A simple recommendation engine (by way of convolutions and...	22	Experimental	20	HTML
18	akimdavidov671/user-demographics-prediction-movielens Predicting user demographics from movie ratings using genre-based features...	22	Experimental	—	Jupyter Notebook
19	dd-se/movie-recommendation-api Find the right movie, instantly.	22	Experimental	—	TypeScript
20	LyeZinho/vectorial-recomendation-system A production-ready three-tier anime recommendation engine combining...	22	Experimental	—	Rust
21	Daheer/E-Commerce-Recommender Recommendation system that searches similar items	22	Experimental	1	Jupyter Notebook
22	JocelynVelarde/valentines-tech Build a simple recommendation system from scratch! Learn how to analyze...	21	Experimental	10	Python
23	swap-253/Recommender-Systems-Using-ML-DL-And-Market-Basket-Analysis This repository consists of collaborative filtering Recommender systems like...	21	Experimental	9	Jupyter Notebook
24	EmranZZ/Reseacrh-Paper-Recommendation-and-Subject-Area-Prediction-Using-Sentence-BERT-and-MLP-Classification Semantic paper recommender and multi‑label subject predictor using...	20	Experimental	1	Jupyter Notebook
25	RLAlpha49/AniSearch A Next.js web application that allows users to search for anime and manga...	20	Experimental	1	TypeScript
26	rdemarqui/perfume_recommender A perfume recommendation system	20	Experimental	34	Jupyter Notebook
27	pm3310/hotel-recommender-system A hotel recommender system using SageMaker	20	Experimental	20	Jupyter Notebook
28	Layendan/osuPulse Recommending osu! beatmaps for you	20	Experimental	11	Svelte
29	vivek-i8/Lumina-Movie-Engine A hybrid semantic movie recommendation engine using Sentence-BERT and...	19	Experimental	—	Python
30	commoncrawl/cc-citations-paper-explorer A visual paper explorer based on cc-citations....	19	Experimental	—	Python
31	NeicerVB/App_recomendacion_ropa Aplicación que recomienda ropa similar basada en imágenes. Usa inteligencia...	19	Experimental	—	Jupyter Notebook
32	Subrat1920/Course-Recommendation An end-to-end Course Recommendation System that uses deep learning for...	18	Experimental	2	Jupyter Notebook
33	embSneakers/embSneakers Constructing Sneaker Embeddings Using Web Data to Reveal 22-Year History of...	17	Experimental	4	Jupyter Notebook
34	wesleyscholl/ai-sommelier 🤵🏻‍♂️🍷 An AI-powered wine recommendation system that helps customers find...	16	Experimental	1	Python
35	mythrantic/recommendation-engine recommendation-engine i use on some of my project gathered together	16	Experimental	1	Jupyter Notebook
36	GlenCrawford/movie_recommendation_neural_network Movie recommendation system using neural network entity embeddings.	16	Experimental	4	Python
37	DevDizzle/sci-paper-hub PaperRec: arXiv-powered paper recommender. Harvests...	15	Experimental	—	Python
38	ibrhr/Movies Movie Recommendations + Smart Search	15	Experimental	—	HTML
39	Harru95/VibeMatcher AI-powered fashion vibe recommender using embeddings and cosine similarity.	15	Experimental	—	Jupyter Notebook
40	gauldal/MovieFactory Hybrid Movie Search & Search Experiment Platform (CLIP + SBERT + TF-IDF...	15	Experimental	1	Python
41	Yonatankinfe/ecommerce-recommendation-system-api A plug-and-play recommendation engine to boost sales on your e-commerce...	15	Experimental	6	Python
42	Rutuja1423/wine-recommendation-nlp Wine Recommendation System using NLP & Transformer Embeddings	15	Experimental	1	Python
43	dhawalsarode/vibe-matcher 🎧 AI-powered vibe-based fashion recommender that matches a user's mood or...	15	Experimental	—	Jupyter Notebook
44	EnricRovira/TFM_DNN_Recomendator Custom Recomendator for my Master Final Project	14	Experimental	1	Jupyter Notebook
45	JamalRahman/Video-Game-Recommender Find A Game! Video Game recommendation system & genre-exploration using...	14	Experimental	1	Jupyter Notebook
46	ahmedhiyba11/MSLIST 🎬 Discover movies and shows effortlessly with MS List, an AI-powered...	14	Experimental	—	JavaScript
47	martinapapp/reelRecs A conversational movie recommendation chatbot powered by semantic search and AI.	14	Experimental	—	JavaScript
48	rameshkumart05/recommender-system-streamlit 🎥 Create personalized movie recommendations with this Streamlit app,...	14	Experimental	—	—
49	matthew-sbrito/recommendation A product recommendation API. Recommendations are personalized based on the...	14	Experimental	—	C#
50	prielhoffman/moodflix Full‑stack project that recommends TV shows based on a user’s mood and...	14	Experimental	—	Python
51	itsmyfacade/recommender-app Semantic product recommendation engine using SentenceTransformers and cosine...	14	Experimental	—	TypeScript
52	arghyaxcodes/intelliflix A semantic movie recommendation system using NLP via (sentence-transformers...	13	Experimental	2	Jupyter Notebook
53	zilliz-bootcamp/graph_based_recommend This project uses graph convolutional neural networks to generate...	13	Experimental	8	Python
54	RaY8118/anime-recommendation NekoRec is a full-stack web application for personalized anime...	13	Experimental	—	TypeScript
55	Gaurav-Pande/Recommendation_systems Auto encoders based recommendation system	13	Experimental	8	Python
56	joisino/consul Code for "Towards Principled User-side Recommender Systems" (CIKM 2022)	13	Experimental	6	Python
57	BauplanLabs/playlist-recomendations-with-bauplan-and-mongodb Reference implementation of embedding-based, sequential recommendations,...	13	Experimental	5	Python
58	xettrisomeman/movie-semantic-search Search movies using natural language.	12	Experimental	3	HTML
59	Marta-Barea/embeddings-recommender-netflix This project builds a recommendation system for Netflix titles using...	12	Experimental	1	Python
60	HAQ-NAWAZ-MALIK/AI_EDU_Recommender A lightweight, intelligent recommendation engine that personalises...	12	Experimental	1	Python
61	neo-con/tft-embedded-synergy-builder A fun project experimenting with champion synergies and item recommendations...	12	Experimental	3	Python
62	riche45/H-M-Fashion-Recommendations Sistema de recomendación de las tiendas H&M	12	Experimental	1	—
63	kdevo/chaos-rrs Chaos - a first of its kind framework for researching Reciprocal Recommender...	12	Experimental	12	Python
64	enmanuelmag/AnimeClassificator Investigation of models for anime classification using representative anime...	11	Experimental	2	Jupyter Notebook
65	dmcqueen/wine-ai 🍷 Semantic wine recommendation engine powered by Vespa vector search...	11	Experimental	—	Python
66	HimasagarU/Simple-Arxiv-Paper-Recommender Lightweight Jupyter‑notebook prototype that recommends related arXiv papers...	11	Experimental	—	Jupyter Notebook
67	dorhaboosha/TV-Show-Recommender-AI TV show recommender using embeddings + cosine similarity, with fuzzy...	11	Experimental	—	Python
68	zchtsk/product-recsys Use Word2Vec modeling with grocery transactions to identify product...	11	Experimental	—	Python
69	italocosilva/movie-recommendation 🎬 Welcome to the MovieLens Recommender! This project harnesses the magic of...	10	Experimental	1	Jupyter Notebook
70	isatyamks/fashion-vision Tagging & Vibe Classification Engine	10	Experimental	3	Jupyter Notebook
71	theprashasst/Advanced-Anime-Recommendation-System Advanced anime recommendation	10	Experimental	1	Jupyter Notebook
72	recombee/personalized-paper-explorer Scientific Paper Recommendations And Search, Powered by Recombee	10	Experimental	3	TypeScript