Student Performance Prediction ML Frameworks

End-to-end machine learning projects focused on predicting student academic outcomes (grades, exam scores, retention) using structured educational data. Includes full pipelines with data preprocessing, model training, and deployment. Does NOT include general educational platforms, tutoring systems, exam topic prediction, or broader academic analytics without a predictive modeling component.

There are 112 student performance prediction frameworks tracked. The highest-rated is FaizanZaheerGit/StudentPerformancePrediction-ML at 39/100 with 171 stars.

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#	Framework	Score	Tier	Stars	Language
1	FaizanZaheerGit/StudentPerformancePrediction-ML This is a simple machine learning project using classifiers for predicting...	39	Emerging	171	Python
2	AbhishekMali21/STUDENT-GRADE-ANALYSIS-PREDICTION Given a dataset containing attribute of 396 Portuguese students where using...	39	Emerging	85	Jupyter Notebook
3	RobertoFalconi/GameRatingsPredictor Machine learning algorithm solves multi-class classification problem of...	36	Emerging	6	Python
4	Sagargupta16/LeetCode_Rating_Predictor Full-stack LeetCode contest rating predictor. Dense neural network (15...	36	Emerging	6	Python
5	skprasad117/Predicting-Student-Performance-Using-Machine-Learning Using machine learning algorithms, this project aims to predict student...	29	Experimental	46	Jupyter Notebook
6	ascender1729/CollegeAdmissionLogisticRegression Predictive analysis using logistic regression to determine college...	25	Experimental	3	Jupyter Notebook
7	OmBaval/Career-Prediction-Model This repository contains a Career Prediction Model implemented using...	24	Experimental	2	Jupyter Notebook
8	Vivekchary2607/AI-Powered-EduPredict-Student-Performance-Analytics-System AI-powered EduPredict: A student performance and analytics system using...	23	Experimental	5	Jupyter Notebook
9	mdzaheerjk/Academic-Risk-Engagement-Prediction-System This project predicts student academic outcomes using demographic, academic,...	23	Experimental	7	—
10	Piovanrj/activity-performance-prediction-ml Machine learning pipeline for predicting activity performance using...	22	Experimental	—	Python
11	Victorgame59/student-score-prediction 🎓 Predict student exam scores using machine learning regression models with...	22	Experimental	—	Jupyter Notebook
12	devendrawayde319-del/student-placement-prediction-ml “This project uses machine learning techniques to predict whether a student...	22	Experimental	—	Jupyter Notebook
13	MinhQuanNgo/ML-Models-For-Course-Training-Tracking-And-Predictions 📊 Optimize employee training with 5 robust ML models for tracking...	22	Experimental	—	Jupyter Notebook
14	wediga/monster-cr-predictor ML model that predicts D&D 5e monster difficulty from stat blocks	22	Experimental	—	Jupyter Notebook
15	sagarcs818/VisionED-performance-predictor AI-powered student performance prediction system built with Flask and...	22	Experimental	—	HTML
16	Harshitxsh/HEPro-AI-PLUS AI-powered student mentoring system using hybrid ML (K-Means) and rule-based...	22	Experimental	—	Jupyter Notebook
17	Paramountpower/EduPredict-AI AI-powered student performance prediction system built with Claude	22	Experimental	—	HTML
18	danish9120/student_performance_prediction A machine learning project using KNN Regressor to predict student...	22	Experimental	—	Python
19	HitanDubey/Simple-M.L-Student-Performance-Flask-Web-App- AI-powered web app that predicts student academic performance using Machine...	22	Experimental	—	Jupyter Notebook
20	XC0ID/Olympics-Summer-Winter-Analysis Machine Learning pipeline for analyzing Summer and Winter Olympics data,...	22	Experimental	—	Jupyter Notebook
21	DariaVazh/Bushe Комплексная система аналитики обучения, состоящая из двух приложений:...	22	Experimental	—	Python
22	hamsidhi/AGMIS An intelligent, lightweight academic monitoring platform built with FastAPI...	22	Experimental	—	HTML
23	code2Renovate/VisionED-performance-predictor AI-powered student performance prediction system built with Flask and...	22	Experimental	—	HTML
24	AdritPal08/EDA-and-ML-Model-Training-of-Student-Performance-Data The Exploratory Data Analysis and Machine Learning Model Training for the...	21	Experimental	15	Jupyter Notebook
25	samrth504/EduPredict-AI AI-driven student performance prediction system that analyzes academic...	20	Experimental	1	TypeScript
26	guthayaswanth0123/College-ERP College ERP System: Developed a full-stack ERP platform to manage student...	20	Experimental	1	JavaScript
27	001kenji/KCSE-predictor Predicts exam topics by analyzing 20+ years of KCSE past papers using...	20	Experimental	1	JavaScript
28	partheev/campus-placement-analysis Identifying Patterns and Trends in Campus Placement Data using Machine Learning	20	Experimental	7	Jupyter Notebook
29	swethassureshin/MiniProject-Smart-Attendance-Prediction-System About Smart student performance prediction system using machine learning to...	19	Experimental	—	JavaScript
30	anass-elamrany/EduPredict-AI A Machine Learning-powered platform to predict student performance and...	18	Experimental	3	Jupyter Notebook
31	KeneanDita/GradeCast A machine learning web application built with Flask that predicts student...	18	Experimental	4	Jupyter Notebook
32	Priyanshu1303d/Student_Performance_Prediction Student Performance Prediction Project	18	Experimental	4	Jupyter Notebook
33	RaGR/student-grade-analysis 📊 Student Grade Analysis — Data mining project predicting academic...	18	Experimental	3	Jupyter Notebook
34	jeevan42/Sudent-performance-predictor 🎓 A full-stack MERN + Machine Learning app where teachers can manage student...	18	Experimental	4	JavaScript
35	achrafhabsi/Student_performance_ML_Project Smart Student Performance Prediction App using ML and Django A web platform...	18	Experimental	3	Jupyter Notebook
36	ravindran-dev/AcademicPredict Predicting student academic performance using a machine learning approach....	17	Experimental	2	Jupyter Notebook
37	Dev228-afk/Student-Performance-Analysis Detailed Analysis of Features that affects Student Performance	16	Experimental	3	Jupyter Notebook
38	alangnt/2024-summer-hackathon We are Team Data Druids, and we were tasked with predicting the winners of...	16	Experimental	—	HTML
39	ShivangChauhan055-png/PlacementPrediction ML-based web app to predict student placement chances using Flask and Python.	16	Experimental	2	Jupyter Notebook
40	ankitsharma-tech/Student-Success-Analysis Student success analysis – statisitical data analyisis AI project	16	Experimental	12	HTML
41	ammarlodhi255/student_performance_indicator_end-to-end_implementation An end-to-end machine learning project, student performance indicator. The...	16	Experimental	14	Jupyter Notebook
42	Team-Nexus-AI-C5/EDUCATION AI-powered academic records system for Nigerian universities featuring...	16	Experimental	—	Jupyter Notebook
43	ankitkr756208-hash/AI_MATH_SCORE_PREDICTOR Kaggle-level ML project predicting student math performance using Ridge...	15	Experimental	1	Jupyter Notebook
44	nigarishrehmansarmad/FDSS-ML-Dataquest-25 Winner solution for a student outcome prediction challenge. Achieved 1st...	15	Experimental	—	Jupyter Notebook
45	kiratsinghkanda/Student_Performance My ML project on Student Performance dataset	15	Experimental	—	Jupyter Notebook
46	Dipta04/Project_Machine_Learning HSC Result Predictor using Random Forest Regression to forecast student exam...	15	Experimental	7	Jupyter Notebook
47	lynxofficial7777-hash/Academyflow AcademyFlow AI is a high-accuracy (99.14%) student performance prediction...	15	Experimental	1	Jupyter Notebook
48	BayandasPlayGround/mlproject Student Exam Performance Predictor is an end-to-end machine learning project...	15	Experimental	1	Jupyter Notebook
49	Anfal-AR/rf-perception-dominance Random Forest vs nested logistic regression comparing predictors of AI...	15	Experimental	—	Python
50	Prajwal0422/Student_Performance AI-powered student performance monitoring system with ML prediction,...	15	Experimental	—	JavaScript
51	SifatajKotwal/student-performance-analysis Gold medal-winning data analysis project using Python and machine learning	15	Experimental	1	Jupyter Notebook
52	meknas1995/student-score-predictor Predict student exam scores using machine learning to help educators...	14	Experimental	—	—
53	Tharanish-13/ML-Based-Student-Risk-Classification AI-powered web application that predicts student academic risk...	14	Experimental	—	JavaScript
54	0-zz/olympic-analysis-ml 🏅 Analyze Olympic data and predict medal outcomes using machine learning,...	14	Experimental	—	Jupyter Notebook
55	hiianish/instructor-effectiveness-analysis Data analysis project to evaluate instructor effectiveness using student...	14	Experimental	—	Jupyter Notebook
56	eboekenh/mlproject End-to-end ML pipeline for student performance prediction — modular...	14	Experimental	—	Jupyter Notebook
57	jossweb/Predicting-Student-Test-Scores Training code for the model to participate in "Predicting Student Test...	14	Experimental	3	Jupyter Notebook
58	HatemElhawi/student-Grads-Prediction It is a simple practical application, the students are expected to be...	14	Experimental	1	Python
59	Tarun3518/student-performance-predictor Student pass/fail prediction using Logistic Regression	14	Experimental	—	Jupyter Notebook
60	Monikakumaresan/student-placement-predictor ML-based system to predict student placement using Streamlit dashboard	14	Experimental	—	Jupyter Notebook
61	Pawansingh3889/uk-education-attainment ML analysis of UK A-Level attainment gaps by ethnicity, gender & deprivation...	14	Experimental	—	Jupyter Notebook
62	chitaki10/Student_Performance_Prediction_Web_App Production-ready end-to-end Machine Learning pipeline to predict student...	14	Experimental	—	Jupyter Notebook
63	Tharusha200219/AI-Powered-Smart-School-Safety-and-Performance-Monitoring-System An integrated AI-powered platform for schools featuring real-time...	14	Experimental	—	Python
64	fardeenkhan-tech/Student_Placement_prediction This project predicts whether a student is likely to be placed based on...	14	Experimental	—	Python
65	AdishAZ/Student-Performance-Predictor-using-ML Student Performance Predictor using ML with Streamlit UI	14	Experimental	—	Jupyter Notebook
66	vikraamkumar-ds/student-performance-prediction Predicting student overall scores using Linear Regression and Decision Tree...	14	Experimental	—	Jupyter Notebook
67	niteesh10095/student-performance-prediction ML project to predict student grades using regression models	14	Experimental	—	Jupyter Notebook
68	IBR4H33M/StudentPerformancePredictor In this project we to tried to explore the different factors affecting the...	14	Experimental	—	Jupyter Notebook
69	loukratiabderrahmane/student-score-predictor 🎓 ML app predicting student success \| FastAPI + React + Docker \| Ramadan...	14	Experimental	—	JavaScript
70	prielhoffman/student-performance-ml-prediction Python machine learning project for predicting student performance using...	14	Experimental	—	Jupyter Notebook
71	Subhiksha-HS/Student-Marks-Prediction ML project to predict student marks	14	Experimental	—	Python
72	nithu0035/Student-Placement-Prediction 🎯 ML-powered Student Placement Intelligence Platform — predicts placement...	14	Experimental	—	Python
73	Pelimon/Predictive-Analytics-Student-Retention-Fairness-Aware-Intervention 📊 Identify at-risk students with a predictive analytics system that ensures...	14	Experimental	—	Jupyter Notebook
74	KishoreMuruganantham/weakness-reasoning-model Intelligent Weakness Reasoning Model — Detects, scores, and explains learner...	14	Experimental	—	Python
75	GoJo-Rika/Student-Performance-Prediction-System An end-to-end MLOps project demonstrating a modular machine learning...	14	Experimental	3	Jupyter Notebook
76	rutika1705/ML-projects End-to-end ML pipeline to predict student math scores using Linear...	14	Experimental	—	Jupyter Notebook
77	aboaliai/Student_Result_Analysis Analyze student performance data using an easy web app that calculates...	14	Experimental	—	Python
78	materete/Logistic-Regression 🎓 Analyze 1000 student records to predict pass or fail outcomes based on...	14	Experimental	—	Jupyter Notebook
79	Kashyap-Ladva/OlympINDIA28 Data-driven Olympic intelligence system to analyze, model, and predict medal...	14	Experimental	—	Jupyter Notebook
80	Divyanshusinghrajawat/placement-probability-predictor AI-powered student placement probability predictor using Bayesian Machine...	14	Experimental	—	Jupyter Notebook
81	KeshavDevGaur/student_analyzer A structured NumPy-based data analysis project that evaluates student...	14	Experimental	—	Python
82	sngillard/student-outcome-classification Multiclass machine learning model to predict student success outcomes in...	14	Experimental	—	Jupyter Notebook
83	Kawanzi/EduDRISHTI 📊 Analyze high-stakes exam integrity with EduDRISHTI, using machine learning...	14	Experimental	—	Jupyter Notebook
84	Ethan07914/StreamlitStudentDataPlatform The purpose of this project would be for teachers to identify students who...	14	Experimental	—	Jupyter Notebook
85	Mohammed-Aman-Khan/RESSTAT Dead Simple Result Analysis for VTU Engineering Students	14	Experimental	1	JavaScript
86	abashimov/Student_performance Student Performance	14	Experimental	—	Jupyter Notebook
87	lovnishverma/placement-prediction This is a Flask-based web application that predicts whether a student is...	14	Experimental	4	HTML
88	ekeel-project/EKEEL-learning-analytics EKEEL Learning Analytics — Learning analytics model for data pattern...	14	Experimental	—	HTML
89	GranArbol500/student-risk-insights-system 🎓 Identify at-risk students by analyzing academic performance and enabling...	14	Experimental	—	HTML
90	MandoBug/leetcode-tracker Real-time LeetCode submission tracker that analyzes patterns and weaknesses...	14	Experimental	—	Python
91	TheCleverIdiott/Regression_Predictor Predicting Scores of a student Using a Simple Linear Regression Model Based...	14	Experimental	11	Jupyter Notebook
92	PedroNJorge/student-intervention-system Implementation of a Student Intervention System using Supervised Learning...	13	Experimental	—	Jupyter Notebook
93	swethasureshin/MiniProject-Smart-Attendance Smart student performance prediction system using machine learning to...	13	Experimental	—	JavaScript
94	martiFabia/Academic-Outcome-Predictor Predictive modeling of student academic outcomes using supervised learning...	13	Experimental	2	Jupyter Notebook
95	opource-Inc/Campus-Placement-Prediction-App An AI based machine learning model to predict the likelihood of student's...	12	Experimental	3	—
96	Pacifique5/Student-Grade-Prediction AI-powered web app predicting student performance using ML. Analyzes study...	12	Experimental	1	JavaScript
97	nHubNg/AdmittR-by-nHub-Data-Science A web-based admission recommendation system powered by data science, and...	12	Experimental	3	JavaScript
98	CrispenGari/GPA-Genie 📚 🧠GPA Genie is a lightweight mobile application designed for students to...	12	Experimental	1	TypeScript
99	iRitikSharma/EduPredict Student performance analytics & prediction system built with Python, Django...	11	Experimental	—	HTML
100	SahilBhatti09/Placement_Prediction_System Placement Prediction System predicts student placement probability using a...	11	Experimental	—	Jupyter Notebook
101	bhupencoD3/ml-project-blueprint A machine learning web app that predicts student math scores based on...	11	Experimental	—	Jupyter Notebook
102	durgabhavani242/Student-Learning-Behaviour-ML Student Learning Behaviour Prediction using Machine Learning and Flask	11	Experimental	—	HTML
103	RicardoRobledo/Azure-MLNotebook-StudentPerformanceModel This project focuses on building a regression model to predict a student's...	11	Experimental	—	—
104	Ocean0000000/schoolsage Predicting and visualizing student mastery of K-12 standards for teachers	11	Experimental	—	TypeScript
105	amangupta143/Student-Performance-Prediction A ML application that predicts student math scores using demographic and...	11	Experimental	2	HTML
106	julioquintanazaez/pp-back-end This project is the back-end for a application disigned for help to take...	11	Experimental	—	Python
107	uniquebhattarai/Student-Score-Prediction-System Machine Learning-Based Student Score Prediction Using Feedforward Neural Networks	11	Experimental	—	JavaScript
108	PiyushJimiwal/Student-performance-pridiction A machine learning classification project that predicts student academic...	11	Experimental	—	Jupyter Notebook
109	anass-elamrany/student-performance-ml Machine Learning pipeline to predict student academic performance.	10	Experimental	3	Jupyter Notebook
110	nikosavola/video-game-rating-ml Predicting Video Game Rating from Genres using Multilayer Perceptron	10	Experimental	1	JavaScript
111	PalTaqdeer/ML-DataAnalysis-Work PalTaqdeer is an AI-Driven Student Success Forecaster. Was developed for...	10	Experimental	1	Jupyter Notebook
112	bhaveshsingh0206/graduate-gchool-decisions-pattern-analysis---r-project R project with ml algorithms to predict chances of Admission in a university.	10	Experimental	1	HTML