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 76 content based recommendation systems tools tracked. The highest-rated is abd1007/Movie-Recommendation-System-Web-Application at 46/100 with 80 stars.

Get all 76 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...	46	Emerging	80	HTML
2	Sundar0989/Movie_Bot https://youtu.be/7hQhPMPNY6A	43	Emerging	31	Jupyter Notebook
3	bakdata/conversational-search-bot Conversational search bot for book and movie recommendations	37	Emerging	15	Jupyter Notebook
4	atishaye/Video-Recommendation-System Get your favorite videos recommended by a Graph Database powered application...	37	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）	36	Emerging	27	Vue
6	NikosMav/DataAnalysis-Netflix A notebook for movie and TV show recommendations using Boolean and TF-IDF...	35	Emerging	7	Jupyter Notebook
7	EricPostMaster/fortune-cookie-movies Web app that imagines how much cooler fortune cookies would be if the...	35	Emerging	10	Python
8	shivam1808/Recommendation-System Recommendation System Using three different approaches Simple Recommendation...	32	Emerging	21	Jupyter Notebook
9	roshancharlie/Mini-Imdb-Application This movie app is designed to provide movie information, recommendations,...	31	Emerging	4	Jupyter Notebook
10	rinaykumar/moviemotion A Discord bot that uses natural language processing sentiment analysis on...	30	Emerging	2	Python
11	Pawan0019/Movie_Recommendation Content-based movie recommendation system using metadata, NLP techniques,...	30	Emerging	1	Jupyter Notebook
12	gouravdidwania/Movie-Recommendation-System In this project, I have built an English Movies Recommendation system with...	30	Emerging	2	Jupyter Notebook
13	Thomas-George-T/Retro-Reel-Recommender Building a content-based recommendation engine API for the retro movie...	30	Emerging	2	Jupyter Notebook
14	paritoshtripathi935/CRS A course Recommendation system deployed using streamlit	29	Experimental	1	Python
15	adrij/Udemy-recommender-system New clustering of Udemy courses and building a recommender system based on...	29	Experimental	20	Jupyter Notebook
16	mozayed007/Media-Recommender A recommendation system for Media Cross Types and Genres	27	Experimental	1	Jupyter Notebook
17	Pavan143Kundeti/streamlit-project An Intelligent OTT System leveraging Machine Learning, NLP, and hybrid...	26	Experimental	1	Python
18	LunaticPrakash/Movie-Recommender This project suggests you the list of movies based on the movie title that...	25	Experimental	3	JavaScript
19	KG-1510/Movie-recommender-bot MovieBot. A Movie Recommendation Bot built with Flask, HTML CSS, and Cosine...	25	Experimental	3	Jupyter Notebook
20	lawalsegun2025/udemy_course_recommendation_system This project helps recommend similar courses on udemy for which the user is...	24	Experimental	4	Jupyter Notebook
21	harkpun/Netflix-Movie-and-TV-Shows-Clustering Building model on Netflix data to understand the movie/shows that are...	24	Experimental	5	Jupyter Notebook
22	howardyclo/learn-to-highlight-movies Highlight Stephen Chow's famous movies using bullet-screen comments,...	24	Experimental	4	JavaScript
23	PriyeshDave/Movie-Recommender-System Developed an intelligent application that recommends user movies related to...	23	Experimental	3	Jupyter Notebook
24	Saket046/course-recommender This is a recommendation engine that recommends 10 courses related to course...	23	Experimental	4	Jupyter Notebook
25	leewanxian/wine_recommender A Wine Recommender System (My Capstone project for Data Science Immersive course)	22	Experimental	1	Jupyter Notebook
26	soumyajit4419/Movie_Recommender_System Recommending movies to user using various Colaborative Filtering and Content...	22	Experimental	6	Jupyter Notebook
27	Dikshav07/AJAX-Movie-Recommendation-System-with-Sentiment-Analysis A content-based recommender system that recommends movies similar to the...	21	Experimental	1	Jupyter Notebook
28	Tharun-tharun/Movie-Recommendation-System-with-Sentiment-Analysis This is a Machine Learning project to create a "Movie Recommender System"...	21	Experimental	33	Jupyter Notebook
29	being-dhruv/Flick-Finder-Movie-Recommender This is a content-based movie recommender application that leverages the...	21	Experimental	1	Jupyter Notebook
30	mmartyna123/WikipediaRecommendationSystem Find your next Wikipedia read — smarter.	21	Experimental	3	Python
31	Datawithabhishek/Netflix-Movies-and-TV-Shows-Clustering This project aims to classify Netflix shows into distinct clusters using...	21	Experimental	1	Jupyter Notebook
32	VenkateshHJoshi/movie-recommend A highly efficient content-based movie recommendation system built with...	19	Experimental	—	Jupyter Notebook
33	LuisFelipePoma/Movies_App An application that recommends movies based on user preferences, tailoring...	19	Experimental	3	Jupyter Notebook
34	sakhawat-ahmed/analyze-the-Movie-Dataset-using-PySpark This project analyzes the MovieLens movie dataset using PySpark. It includes...	19	Experimental	—	Jupyter Notebook
35	thisisashwinraj/verticalx-recommendation-system Content based recommendation system built on TMDb dataset with over 10,000+...	19	Experimental	3	Jupyter Notebook
36	itsdakshjain/Movie-Recommendation-System A Full-Stack Movie Recommendation System using FastAPI, Streamlit, and NLP....	19	Experimental	—	Jupyter Notebook
37	cizodevahm/Recommendation-System-On-IMDB This repository contains a Jupyter notebook that demonstrates the creation...	19	Experimental	3	Jupyter Notebook
38	HrishikeshSuchindra/Tamil-Movie-Recommendation-System-using-NLP A content-based movie recommendation system using Natural Language...	18	Experimental	1	Jupyter Notebook
39	Toshaksha/recommendation-system Content-based movie recommendation system using NLP and Streamlit	18	Experimental	1	Jupyter Notebook
40	SINGHxTUSHAR/CineMatch This is a Movie Recommendation Project which recommend the related movie...	18	Experimental	2	Jupyter Notebook
41	nnilayy/Movie-Recommendation-Engine Movie Recommendation Engine Developed on TMDB movies Dataset	18	Experimental	2	Jupyter Notebook
42	SartHak-0-Sach/Movie-Recommender-System A Python-based web application that leverages Natural Language Processing...	17	Experimental	1	Python
43	Rishavgg/Movies-Recommendation-System Movie recomendation	17	Experimental	1	Jupyter Notebook
44	zeeza18/Movie-Recommendation-System A Movie Recommendation System using machine learning to suggest movies based...	17	Experimental	1	Jupyter Notebook
45	ayush13-0/CineSense-AI-Movie-Recommendation-Engine 🎬 CineSense — AI-Powered Movie Recommendation System A content-based movie...	16	Experimental	1	Jupyter Notebook
46	sude-go/MovieRecommendationNLP The Movie Recommender app uses content-based filtering to suggest similar...	15	Experimental	—	Jupyter Notebook
47	Nirbhay3006/movie-recommender-system An NLP-driven content-based movie recommendation system using...	15	Experimental	2	Jupyter Notebook
48	DhimanTarafdar/movie-recommender-system A content-based movie recommendation system built with Python and Streamlit....	14	Experimental	1	Jupyter Notebook
49	neinAlkem/hybrid-filtering-recommendation This project is a book recommendation web application that uses a hybrid...	14	Experimental	1	Jupyter Notebook
50	mihirmpatwardhan/Movie-Mind Movie-Mind: Your Ultimate Cinematic Guide – A content-based movie...	14	Experimental	1	Jupyter Notebook
51	douglastein/movies-and-series_recommendations Sistema de recomendação baseado em conteúdo que modela dados em um espaço...	14	Experimental	1	Jupyter Notebook
52	Bhargav-bit567/movie-recommendation-system Content-based movie recommendation system and multi-label genre classifier...	14	Experimental	1	—
53	lakshya-vipassana/Property-Recommendation-System An end-to-end property recommendation engine that matches user preferences...	14	Experimental	1	Python
54	fizamusthafa/mooc-recommender-nlp The MOOC Recommender System utilizes NLP techniques for course...	13	Experimental	9	Jupyter Notebook
55	thakurdiwakar/Movie-Recommendation-System This Movie Recommendation System is a Python-based application that...	12	Experimental	5	Jupyter Notebook
56	yemery/anime-recsys Anime recommendation system using content-based filtering and TF-IDF vectorization	12	Experimental	1	Jupyter Notebook
57	devalindey/Recommender-Systems-using-Word-Embeddings Movie recommendation engines built using word embeddings	12	Experimental	5	Jupyter Notebook
58	cspalding93/Podcast-Recommender-System Content-Based Recommendation System for Podcasts🎙	11	Experimental	3	Jupyter Notebook
59	Abhisheksingh709/content-based-movie-recommendation ML-powered content-based movie recommendation system using TF-IDF...	11	Experimental	—	Jupyter Notebook
60	ladHarsh/VIBESTREAM Content-based movie recommendation system using vectorization and cosine similarity.	11	Experimental	—	Jupyter Notebook
61	chandupatil07/Movies_Recommandation_System Movie Recommendation System using Python and NLP that suggests similar...	11	Experimental	—	Jupyter Notebook
62	Pranav-here/Movie-Recommendation-System Content-based movie recommender using cosine similarity on metadata vectors;...	11	Experimental	—	Jupyter Notebook
63	venkiteelasayeesh/movie-plot-search TF-IDF search engine over movie plots with FastAPI API endpoint	11	Experimental	—	Python
64	siribandari6/MOOD-BASED-RECOMMENDATION-SYSTEM A content-based recommendation system that analyzes natural language user...	11	Experimental	—	Jupyter Notebook
65	clarelrobson/coursematch Repository to generate Course Match, a tool to determine course similarity via NLP	11	Experimental	—	Python
66	jladrover/mbmatchmaker NYU NLP Project: Predicting relevance between books and films using plot summaries	11	Experimental	3	Jupyter Notebook
67	chboey/MovieMingleBot Interactive NLP-based AI system designed to manage cinema bookings and...	11	Experimental	3	Python
68	deviant101/filmception 🎬 Filmception: AI-powered system that translates movie summaries to multiple...	11	Experimental	—	Python
69	HarshitLaloriya/Movie-Recommendation-System This repository provides a content-based movie recommendation system using...	10	Experimental	2	Jupyter Notebook
70	choisangh/nlp-movie-web 자연어처리(NLP)를 활용한 영화 추천 웹	10	Experimental	2	HTML
71	MissNeerajSharma/Movie-Recommender-System Movie Recommender System: Content-Based Filtering on IMDB Dataset (Natural...	10	Experimental	2	Python
72	richardcsuwandi/coursecupid A course recommender for CUHK-Shenzhen students	10	Experimental	2	Python
73	prashver/movie-recommendation-system This recommendation system employs content-based filtering and NLP...	10	Experimental	2	Jupyter Notebook
74	NANITH777/Hotel_Recommendation This project implements a hotel recommendation system using Streamlit, a...	10	Experimental	2	Jupyter Notebook
75	kaushik-kadari/movie-recommender-system This project is a Content-Based Movie Recommendation System built using...	10	Experimental	1	Jupyter Notebook
76	LiamQuinoNeff/Movie-Recommendation-System-PyQt Sistema completo de recomendación de películas con interfaz gráfica en...	10	Experimental	1	Jupyter Notebook