Content Based Recommendation Systems NLP Tools

Tools that recommend movies, games, courses, or media by analyzing item metadata and content similarities using NLP and feature matching. Does NOT include collaborative filtering, user behavior analysis, or general recommendation frameworks without content-based filtering emphasis.

There are 67 content based recommendation systems tools tracked. The highest-rated is abd1007/Movie-Recommendation-System-Web-Application at 39/100 with 80 stars.

Get all 67 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	abd1007/Movie-Recommendation-System-Web-Application Building a Movie Recommendation System web application using Django...	39	Emerging	80	HTML
2	Sundar0989/Movie_Bot https://youtu.be/7hQhPMPNY6A	36	Emerging	31	Jupyter Notebook
3	bakdata/conversational-search-bot Conversational search bot for book and movie recommendations	30	Emerging	15	Jupyter Notebook
4	atishaye/Video-Recommendation-System Get your favorite videos recommended by a Graph Database powered application...	30	Emerging	18	Jupyter Notebook
5	0x0addc001/MOOC-ABSA-REC-SYS MARS: Sentiment Analysis Based MOOC Recommendation System（基于评论方面级情感分析的慕课推荐系统）	29	Experimental	27	Vue
6	EricPostMaster/fortune-cookie-movies Web app that imagines how much cooler fortune cookies would be if the...	28	Experimental	10	Python
7	NikosMav/DataAnalysis-Netflix A notebook for movie and TV show recommendations using Boolean and TF-IDF...	28	Experimental	7	Jupyter Notebook
8	shivam1808/Recommendation-System Recommendation System Using three different approaches Simple Recommendation...	25	Experimental	21	Jupyter Notebook
9	roshancharlie/Mini-Imdb-Application This movie app is designed to provide movie information, recommendations,...	24	Experimental	4	Jupyter Notebook
10	Pawan0019/Movie_Recommendation Content-based movie recommendation system using metadata, NLP techniques,...	23	Experimental	1	Jupyter Notebook
11	Pavan143Kundeti/streamlit-project An Intelligent OTT System leveraging Machine Learning, NLP, and hybrid...	23	Experimental	1	Python
12	Thomas-George-T/Retro-Reel-Recommender Building a content-based recommendation engine API for the retro movie...	23	Experimental	2	Jupyter Notebook
13	gouravdidwania/Movie-Recommendation-System In this project, I have built an English Movies Recommendation system with...	23	Experimental	2	Jupyter Notebook
14	rinaykumar/moviemotion A Discord bot that uses natural language processing sentiment analysis on...	23	Experimental	2	Python
15	AbhaySingh71/Spotify-Hybrid-Recommender-System-MLOPS Spotify-Hybrid-Recommender-System-MLOps combines collaborative and...	23	Experimental	1	Jupyter Notebook
16	adrij/Udemy-recommender-system New clustering of Udemy courses and building a recommender system based on...	22	Experimental	20	Jupyter Notebook
17	Ronak786943/Movie-Recommendation-System 🎥 Build a smart Movie Recommendation System to enhance user experience with...	22	Experimental	—	Jupyter Notebook
18	paritoshtripathi935/CRS A course Recommendation system deployed using streamlit	22	Experimental	1	Python
19	JaweriaAsif745/Movie-Recommendation-System Movie Recommender using metadata (genres, keywords, cast, director) with...	21	Experimental	2	Jupyter Notebook
20	mozayed007/Media-Recommender A recommendation system for Media Cross Types and Genres	20	Experimental	1	Jupyter Notebook
21	sakhawat-ahmed/analyze-the-Movie-Dataset-using-PySpark This project analyzes the MovieLens movie dataset using PySpark. It includes...	19	Experimental	—	Jupyter Notebook
22	itsdakshjain/Movie-Recommendation-System A Full-Stack Movie Recommendation System using FastAPI, Streamlit, and NLP....	19	Experimental	—	Jupyter Notebook
23	VenkateshHJoshi/movie-recommend A highly efficient content-based movie recommendation system built with...	19	Experimental	—	Jupyter Notebook
24	LunaticPrakash/Movie-Recommender This project suggests you the list of movies based on the movie title that...	18	Experimental	3	JavaScript
25	KG-1510/Movie-recommender-bot MovieBot. A Movie Recommendation Bot built with Flask, HTML CSS, and Cosine...	18	Experimental	3	Jupyter Notebook
26	howardyclo/learn-to-highlight-movies Highlight Stephen Chow's famous movies using bullet-screen comments,...	17	Experimental	4	JavaScript
27	harkpun/Netflix-Movie-and-TV-Shows-Clustering Building model on Netflix data to understand the movie/shows that are...	17	Experimental	5	Jupyter Notebook
28	lawalsegun2025/udemy_course_recommendation_system This project helps recommend similar courses on udemy for which the user is...	17	Experimental	4	Jupyter Notebook
29	PriyeshDave/Movie-Recommender-System Developed an intelligent application that recommends user movies related to...	16	Experimental	3	Jupyter Notebook
30	Saket046/course-recommender This is a recommendation engine that recommends 10 courses related to course...	16	Experimental	4	Jupyter Notebook
31	ayush13-0/CineSense-AI-Movie-Recommendation-Engine 🎬 CineSense — AI-Powered Movie Recommendation System A content-based movie...	16	Experimental	1	Jupyter Notebook
32	sude-go/MovieRecommendationNLP The Movie Recommender app uses content-based filtering to suggest similar...	15	Experimental	—	Jupyter Notebook
33	soumyajit4419/Movie_Recommender_System Recommending movies to user using various Colaborative Filtering and Content...	15	Experimental	6	Jupyter Notebook
34	leewanxian/wine_recommender A Wine Recommender System (My Capstone project for Data Science Immersive course)	15	Experimental	1	Jupyter Notebook
35	DhimanTarafdar/movie-recommender-system A content-based movie recommendation system built with Python and Streamlit....	15	Experimental	1	Jupyter Notebook
36	being-dhruv/Flick-Finder-Movie-Recommender This is a content-based movie recommender application that leverages the...	14	Experimental	1	Jupyter Notebook
37	Dikshav07/AJAX-Movie-Recommendation-System-with-Sentiment-Analysis A content-based recommender system that recommends movies similar to the...	14	Experimental	1	Jupyter Notebook
38	mmartyna123/WikipediaRecommendationSystem Find your next Wikipedia read — smarter.	14	Experimental	3	Python
39	Tharun-tharun/Movie-Recommendation-System-with-Sentiment-Analysis This is a Machine Learning project to create a "Movie Recommender System"...	14	Experimental	33	Jupyter Notebook
40	Datawithabhishek/Netflix-Movies-and-TV-Shows-Clustering This project aims to classify Netflix shows into distinct clusters using...	14	Experimental	1	Jupyter Notebook
41	Nirbhay3006/movie-recommender-system An NLP-driven content-based movie recommendation system using...	13	Experimental	2	Jupyter Notebook
42	cizodevahm/Recommendation-System-On-IMDB This repository contains a Jupyter notebook that demonstrates the creation...	12	Experimental	3	Jupyter Notebook
43	LuisFelipePoma/Movies_App An application that recommends movies based on user preferences, tailoring...	12	Experimental	3	Jupyter Notebook
44	Toshaksha/recommendation-system Content-based movie recommendation system using NLP and Streamlit	12	Experimental	1	Jupyter Notebook
45	Bhargav-bit567/movie-recommendation-system Content-based movie recommendation system and multi-label genre classifier...	12	Experimental	1	—
46	mihirmpatwardhan/Movie-Mind Movie-Mind: Your Ultimate Cinematic Guide – A content-based movie...	12	Experimental	1	Jupyter Notebook
47	yemery/anime-recsys Anime recommendation system using content-based filtering and TF-IDF vectorization	12	Experimental	1	Jupyter Notebook
48	thisisashwinraj/verticalx-recommendation-system Content based recommendation system built on TMDb dataset with over 10,000+...	12	Experimental	3	Jupyter Notebook
49	douglastein/movies-and-series_recommendations Sistema de recomendação baseado em conteúdo que modela dados em um espaço...	12	Experimental	1	Jupyter Notebook
50	HrishikeshSuchindra/Tamil-Movie-Recommendation-System-using-NLP A content-based movie recommendation system using Natural Language...	12	Experimental	1	Jupyter Notebook
51	lakshya-vipassana/Property-Recommendation-System An end-to-end property recommendation engine that matches user preferences...	12	Experimental	1	Python
52	SiD-array/movie-recommender 🎬 CineMatch — Content-based movie recommender using TF-IDF & cosine...	12	Experimental	1	Python
53	nnilayy/Movie-Recommendation-Engine Movie Recommendation Engine Developed on TMDB movies Dataset	11	Experimental	2	Jupyter Notebook
54	SINGHxTUSHAR/CineMatch This is a Movie Recommendation Project which recommend the related movie...	11	Experimental	2	Jupyter Notebook
55	Abhisheksingh709/content-based-movie-recommendation ML-powered content-based movie recommendation system using TF-IDF...	11	Experimental	—	Jupyter Notebook
56	ladHarsh/VIBESTREAM Content-based movie recommendation system using vectorization and cosine similarity.	11	Experimental	—	Jupyter Notebook
57	chandupatil07/Movies_Recommandation_System Movie Recommendation System using Python and NLP that suggests similar...	11	Experimental	—	Jupyter Notebook
58	Pranav-here/Movie-Recommendation-System Content-based movie recommender using cosine similarity on metadata vectors;...	11	Experimental	—	Jupyter Notebook
59	venkiteelasayeesh/movie-plot-search TF-IDF search engine over movie plots with FastAPI API endpoint	11	Experimental	—	Python
60	iamrajatroy/movys Movie recommendation app using content-based filtering. Data provided by TMDb.	11	Experimental	2	Jupyter Notebook
61	deviant101/filmception 🎬 Filmception: AI-powered system that translates movie summaries to multiple...	11	Experimental	—	Python
62	siribandari6/MOOD-BASED-RECOMMENDATION-SYSTEM A content-based recommendation system that analyzes natural language user...	11	Experimental	—	Jupyter Notebook
63	clarelrobson/coursematch Repository to generate Course Match, a tool to determine course similarity via NLP	11	Experimental	—	Python
64	zeeza18/Movie-Recommendation-System A Movie Recommendation System using machine learning to suggest movies based...	10	Experimental	1	Jupyter Notebook
65	tan-hongkai/ViewWise ViewWise is a recommendation system project that suggests TV shows based on...	10	Experimental	1	Jupyter Notebook
66	SartHak-0-Sach/Movie-Recommender-System A Python-based web application that leverages Natural Language Processing...	10	Experimental	1	Python
67	Rishavgg/Movies-Recommendation-System Movie recomendation	10	Experimental	1	Jupyter Notebook

Comparisons in this category

Movie-Recommendation-System-Web-Application and Movie-Recommendation-System (39 vs 22) Movie_Recommendation and Movie-Recommendation-System (23 vs 21)