Content Based Recommendation NLP Tools

Tools that recommend items (books, articles, movies, news, research papers) by analyzing content similarity and item features. Does NOT include general information retrieval, collaborative filtering-only systems, or ranking/search engines without explicit recommendation logic.

There are 51 content based recommendation tools tracked. The highest-rated is huangy22/NewsRecommender at 41/100 with 208 stars.

Get all 51 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=content-based-recommendation&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	huangy22/NewsRecommender A news recommendation system tailored for user communities	41	Emerging	208	Jupyter Notebook
2	archd3sai/News-Articles-Recommendation Objective of the project is to build a hybrid-filtering personalized news...	40	Emerging	41	Jupyter Notebook
3	eugeneyan/recsys-nlp-graph 🛒 Simple recommender with matrix factorization, graph, and NLP. Beating the...	38	Emerging	145	Python
4	jonaylor89/WineInAMillion Wine Recommender created with sentence-BERT and NearestNeighbor on AWS SageMaker	38	Emerging	10	Jupyter Notebook
5	AmoliR/nlp-for-book-recommendation Content based recommender system for books using NLP.	38	Emerging	23	Jupyter Notebook
6	Keep-Current/Engine The Centrifuge process, filter and saves the relevant documents as...	38	Emerging	20	Jupyter Notebook
7	mkucz95/recommendation_engine Recommendation System with IBM Watson	37	Emerging	8	HTML
8	mcpeixoto/Paper-Recommendation-System Web interface to search ArXiv papers using NLP Sentence-Transformers, Faiss...	36	Emerging	23	Python
9	1fmusic/tedTalkRecommender NLP of Ted Talk transcripts and a recommender.	35	Emerging	6	Jupyter Notebook
10	KasumiL5x/book-recommendation-system A project to scrape data and build a recommendation system.	34	Emerging	6	Jupyter Notebook
11	Wittline/recommendation-system Build a Content-Based Movie Recommender System (TF-IDF, BM25, BERT)	32	Emerging	13	Python
12	akirasosa/nrms-bert Neural News Recommendation with Multi-Head Self-Attention using BERT	32	Emerging	33	Python
13	kdt-3-second-Project/aladin_usedbook Built Aladin book datasets and predict price of used-books	31	Emerging	1	Jupyter Notebook
14	OpenMatch/TASTE [CIKM 2023 Oral] This is the code repo for our CIKM‘23 paper "Text Matching...	31	Emerging	40	Python
15	georgosgeorgos/data-mining Some Data Mining topics	30	Emerging	6	Python
16	HadyKh/Book-Recommender-System A book recommendation system	29	Experimental	3	Python
17	saheedniyi02/krecommend A python package for creating content-based text recommender systems on...	27	Experimental	2	Python
18	devendrakushwah/recommendation-system-for-inter-related-content Recommendation system for inter-related content. Uses natural language...	27	Experimental	8	HTML
19	drewparo/kred Our extensions to KRED: Knowledge-Aware Document Representation for News...	25	Experimental	5	Jupyter Notebook
20	bobbyinfj/nlp-recommender An NLP-based recommender system for the MIND-small dataset.	25	Experimental	7	Jupyter Notebook
21	joshasgard/Article-Recommendation-Engine Built article recommendation engines for IBM Watson's platform users. Used...	25	Experimental	4	HTML
22	manish-4007/Trip-Planner This project is a recommendation engine which help visitors to find best...	23	Experimental	3	Python
23	KOBeerose/Tech-Gadgets-Recommendation This is a project aiming to recommend a Tech-gadgets to a user using Machine...	22	Experimental	6	Jupyter Notebook
24	Hongbi-Kim/Project-book-recommendation 멀티캠퍼스2_AI서비스개발프로젝트_독자의 상황 및 회원 여부에 따른 콘텐츠/협업필터링 도서 추천 시스템	22	Experimental	2	Jupyter Notebook
25	nandithburla/Hybrid-Book-recommendation-system Hybrid book recommendation system using NLP (TF-IDF, cosine similarity) and...	20	Experimental	1	Jupyter Notebook
26	Diamondra21/News-article-clustering-and-chatbot-recommender Project where we cluster news article scraped from The New York Times. And...	20	Experimental	2	Jupyter Notebook
27	r-papso/recobert RecoBERT: A Catalog Language Model for Text-Based Recommendations	19	Experimental	3	Python
28	tph-kds/recommendation_system_fullstack Synthesizing and connecting recommendation algorithm methods to enhance...	19	Experimental	3	Jupyter Notebook
29	Alex777Russia/tg-bot-recsys This repository is a team project of the GoodAI team and belongs to the...	19	Experimental	3	Jupyter Notebook
30	lord-shaz/NLP---Recommendation-System The project is the proof of concept where I have build a simple recommender...	18	Experimental	2	Jupyter Notebook
31	yetanotherfrancisdeveloper/recommender-systems-bibliometric-analysis Code used to perform the bibliographic analysis in the paper 'A survey on...	18	Experimental	2	Python
32	priyam-hub/Inside-Medium Inside-Medium is an AI-powered content recommendation engine designed to...	18	Experimental	1	Python
33	CarlosUziel/ibm-recommender Recommender systems for IBM Watson Studio articles.	17	Experimental	1	HTML
34	jyothiprakashpanaik/HackthonDSC-OpenSource-Project-Recomender This Flask web app recommends projects for contributing open-source 💻that...	17	Experimental	1	Jupyter Notebook
35	mahnoorsheikh16/Two-Stage-News-Recommendation-System A scalable two-stage news recommender that retrieves relevant candidates and...	16	Experimental	1	Jupyter Notebook
36	minasilva2003/speciFic SpeciFic is an NLP fanfiction recommender for AO3 that compares Knowledge...	16	Experimental	1	HTML
37	rpast/obsidian_vault_neighbors Semantic connections recommendation script for Obsidian.md notes.	15	Experimental	25	Python
38	itsabhisingh07/Book-Discovery A machine learning-based book discovery engine that suggests similar books...	14	Experimental	1	Jupyter Notebook
39	IhabBendidi/the_fourth_brain_cell Recommendation Engine of Health research papers summarized using...	13	Experimental	10	Python
40	izuna385/BERT-Article-Recommender-with-Faiss Article Recommender with fine-tuned BERT and faiss.	12	Experimental	8	Python
41	yeonghoey/nijk Code Naming Recommender	12	Experimental	3	Go
42	wzf2000/Recommendability_DASFAA2024 Source codes for paper "To Recommend or Not: Recommendability Identification...	11	Experimental	3	Python
43	ankitsharma-tech/NLP-Powered-Book-Recommender A book recommendation system that uses Natural Language Processing to...	11	Experimental	—	Python
44	samaalharbi2/Project-Recommendation-System This project focuses on building a Recommendation System using real...	11	Experimental	—	HTML
45	alanwmy00/PersonalizedBookSearch A book search engine with support for title search, author search, and...	11	Experimental	—	Jupyter Notebook
46	lhickey87/paperRank Research Paper Reccomendation Engine	11	Experimental	—	Python
47	dkn22/oxfordhack2017 News recommender for a polarized world	11	Experimental	3	JavaScript
48	YassouSr/searticle-articles-recommendation-system An algorithm for recommending scientific articles based on document...	11	Experimental	3	Python
49	new5558/Chula-course-recommender-proof-of-concept Jupyter notebook that demonstrates how to make a recommender system with...	10	Experimental	2	Jupyter Notebook
50	hanzopgp/PageRankRecommandation Implementation of a paper about a way to build recommander system using...	10	Experimental	1	Jupyter Notebook
51	Spartee/Book-recommendation-system EDA and recsys models on Goodreads book dataset.	10	Experimental	2	Jupyter Notebook