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 114 student performance prediction frameworks tracked. The highest-rated is FaizanZaheerGit/StudentPerformancePrediction-ML at 46/100 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...	46	Emerging	171	Python
2	AbhishekMali21/STUDENT-GRADE-ANALYSIS-PREDICTION Given a dataset containing attribute of 396 Portuguese students where using...	46	Emerging	85	Jupyter Notebook
3	Sagargupta16/LeetCode_Rating_Predictor Full-stack LeetCode contest rating predictor. Dense neural network (15...	43	Emerging	6	Python
4	RobertoFalconi/GameRatingsPredictor Machine learning algorithm solves multi-class classification problem of...	43	Emerging	6	Python
5	skprasad117/Predicting-Student-Performance-Using-Machine-Learning Using machine learning algorithms, this project aims to predict student...	36	Emerging	46	Jupyter Notebook
6	ascender1729/CollegeAdmissionLogisticRegression Predictive analysis using logistic regression to determine college...	32	Emerging	3	Jupyter Notebook
7	OmBaval/Career-Prediction-Model This repository contains a Career Prediction Model implemented using...	31	Emerging	2	Jupyter Notebook
8	Vivekchary2607/AI-Powered-EduPredict-Student-Performance-Analytics-System AI-powered EduPredict: A student performance and analytics system using...	29	Experimental	5	Jupyter Notebook
9	AdritPal08/EDA-and-ML-Model-Training-of-Student-Performance-Data The Exploratory Data Analysis and Machine Learning Model Training for the...	28	Experimental	15	Jupyter Notebook
10	partheev/campus-placement-analysis Identifying Patterns and Trends in Campus Placement Data using Machine Learning	27	Experimental	7	Jupyter Notebook
11	mdzaheerjk/Academic-Risk-Engagement-Prediction-System This project predicts student academic outcomes using demographic, academic,...	25	Experimental	7	—
12	Priyanshu1303d/Student_Performance_Prediction Student Performance Prediction Project	25	Experimental	4	Jupyter Notebook
13	anass-elamrany/EduPredict-AI A Machine Learning-powered platform to predict student performance and...	25	Experimental	3	Jupyter Notebook
14	achrafhabsi/Student_performance_ML_Project Smart Student Performance Prediction App using ML and Django A web platform...	24	Experimental	3	Jupyter Notebook
15	KeneanDita/GradeCast A machine learning web application built with Flask that predicts student...	24	Experimental	4	Jupyter Notebook
16	ravindran-dev/AcademicPredict Predicting student academic performance using a machine learning approach....	23	Experimental	2	Jupyter Notebook
17	Dev228-afk/Student-Performance-Analysis Detailed Analysis of Features that affects Student Performance	23	Experimental	3	Jupyter Notebook
18	ammarlodhi255/student_performance_indicator_end-to-end_implementation An end-to-end machine learning project, student performance indicator. The...	23	Experimental	14	Jupyter Notebook
19	sagarcs818/VisionED-performance-predictor AI-powered student performance prediction system built with Flask and...	22	Experimental	—	HTML
20	ankitsharma-tech/Student-Success-Analysis Student success analysis – statisitical data analyisis AI project	22	Experimental	12	HTML
21	RaGR/student-grade-analysis 📊 Student Grade Analysis — Data mining project predicting academic...	22	Experimental	3	Jupyter Notebook
22	code2Renovate/VisionED-performance-predictor AI-powered student performance prediction system built with Flask and...	22	Experimental	—	HTML
23	wediga/monster-cr-predictor ML model that predicts D&D 5e monster difficulty from stat blocks	22	Experimental	—	Jupyter Notebook
24	Harshitxsh/HEPro-AI-PLUS AI-powered student mentoring system using hybrid ML (K-Means) and rule-based...	22	Experimental	—	Jupyter Notebook
25	danish9120/student_performance_prediction A machine learning project using KNN Regressor to predict student...	22	Experimental	—	Python
26	XC0ID/Olympics-Summer-Winter-Analysis Machine Learning pipeline for analyzing Summer and Winter Olympics data,...	22	Experimental	—	Jupyter Notebook
27	Paramountpower/EduPredict-AI AI-powered student performance prediction system built with Claude	22	Experimental	—	HTML
28	MinhQuanNgo/ML-Models-For-Course-Training-Tracking-And-Predictions 📊 Optimize employee training with 5 robust ML models for tracking...	22	Experimental	—	Jupyter Notebook
29	devendrawayde319-del/student-placement-prediction-ml “This project uses machine learning techniques to predict whether a student...	22	Experimental	—	Jupyter Notebook
30	Victorgame59/student-score-prediction 🎓 Predict student exam scores using machine learning regression models with...	22	Experimental	—	Jupyter Notebook
31	HitanDubey/Simple-M.L-Student-Performance-Flask-Web-App- AI-powered web app that predicts student academic performance using Machine...	22	Experimental	—	Jupyter Notebook
32	samrth504/EduPredict-AI AI-driven student performance prediction system that analyzes academic...	22	Experimental	1	TypeScript
33	Mohammed-Aman-Khan/RESSTAT Dead Simple Result Analysis for VTU Engineering Students	21	Experimental	1	JavaScript
34	HatemElhawi/student-Grads-Prediction It is a simple practical application, the students are expected to be...	21	Experimental	1	Python
35	lovnishverma/placement-prediction This is a Flask-based web application that predicts whether a student is...	21	Experimental	4	HTML
36	swethassureshin/MiniProject-Smart-Attendance-Prediction-System About Smart student performance prediction system using machine learning to...	21	Experimental	—	JavaScript
37	TheCleverIdiott/Regression_Predictor Predicting Scores of a student Using a Simple Linear Regression Model Based...	21	Experimental	11	Jupyter Notebook
38	Piovanrj/activity-performance-prediction-ml Machine learning pipeline for predicting activity performance using...	21	Experimental	—	Python
39	001kenji/KCSE-predictor Predicts exam topics by analyzing 20+ years of KCSE past papers using...	20	Experimental	1	JavaScript
40	martiFabia/Academic-Outcome-Predictor Predictive modeling of student academic outcomes using supervised learning...	19	Experimental	2	Jupyter Notebook
41	opource-Inc/Campus-Placement-Prediction-App An AI based machine learning model to predict the likelihood of student's...	19	Experimental	3	—
42	nHubNg/AdmittR-by-nHub-Data-Science A web-based admission recommendation system powered by data science, and...	19	Experimental	3	JavaScript
43	nikosavola/video-game-rating-ml Predicting Video Game Rating from Genres using Multilayer Perceptron	17	Experimental	1	JavaScript
44	PalTaqdeer/ML-DataAnalysis-Work PalTaqdeer is an AI-Driven Student Success Forecaster. Was developed for...	17	Experimental	1	Jupyter Notebook
45	Dipta04/Project_Machine_Learning HSC Result Predictor using Random Forest Regression to forecast student exam...	17	Experimental	7	Jupyter Notebook
46	bhaveshsingh0206/graduate-gchool-decisions-pattern-analysis---r-project R project with ml algorithms to predict chances of Admission in a university.	17	Experimental	1	HTML
47	Prajwal0422/Student_Performance AI-powered student performance monitoring system with ML prediction,...	17	Experimental	—	JavaScript
48	kiratsinghkanda/Student_Performance My ML project on Student Performance dataset	17	Experimental	—	Jupyter Notebook
49	Anfal-AR/rf-perception-dominance Random Forest vs nested logistic regression comparing predictors of AI...	17	Experimental	—	Python
50	JDavydovPortfolio/CareerPredictor A project leveraging AI and Machine Learning (Logistic Regression) to...	16	Experimental	2	Jupyter Notebook
51	jossweb/Predicting-Student-Test-Scores Training code for the model to participate in "Predicting Student Test...	16	Experimental	3	Jupyter Notebook
52	alangnt/2024-summer-hackathon We are Team Data Druids, and we were tasked with predicting the winners of...	16	Experimental	—	HTML
53	Team-Nexus-AI-C5/EDUCATION AI-powered academic records system for Nigerian universities featuring...	16	Experimental	—	Jupyter Notebook
54	ShivangChauhan055-png/PlacementPrediction ML-based web app to predict student placement chances using Flask and Python.	16	Experimental	2	Jupyter Notebook
55	lynxofficial7777-hash/Academyflow AcademyFlow AI is a high-accuracy (99.14%) student performance prediction...	15	Experimental	1	Jupyter Notebook
56	SifatajKotwal/student-performance-analysis Gold medal-winning data analysis project using Python and machine learning	15	Experimental	1	Jupyter Notebook
57	ankitkr756208-hash/AI_MATH_SCORE_PREDICTOR Kaggle-level ML project predicting student math performance using Ridge...	15	Experimental	1	Jupyter Notebook
58	PedroNJorge/student-intervention-system Implementation of a Student Intervention System using Supervised Learning...	15	Experimental	—	Jupyter Notebook
59	Pacifique5/Student-Grade-Prediction AI-powered web app predicting student performance using ML. Analyzes study...	14	Experimental	1	JavaScript
60	Subhiksha-HS/Student-Marks-Prediction ML project to predict student marks	14	Experimental	—	Python
61	prielhoffman/student-performance-ml-prediction Python machine learning project for predicting student performance using...	14	Experimental	—	Jupyter Notebook
62	MandoBug/leetcode-tracker Real-time LeetCode submission tracker that analyzes patterns and weaknesses...	14	Experimental	—	Python
63	sngillard/student-outcome-classification Multiclass machine learning model to predict student success outcomes in...	14	Experimental	—	Jupyter Notebook
64	GranArbol500/student-risk-insights-system 🎓 Identify at-risk students by analyzing academic performance and enabling...	14	Experimental	—	HTML
65	KeshavDevGaur/student_analyzer A structured NumPy-based data analysis project that evaluates student...	14	Experimental	—	Python
66	materete/Logistic-Regression 🎓 Analyze 1000 student records to predict pass or fail outcomes based on...	14	Experimental	—	Jupyter Notebook
67	hiianish/instructor-effectiveness-analysis Data analysis project to evaluate instructor effectiveness using student...	14	Experimental	—	Jupyter Notebook
68	Zakariast578/Major-Planning Planning Student Major – An ML-based Faculty Recommendation System	14	Experimental	1	JavaScript
69	KishoreMuruganantham/weakness-reasoning-model Intelligent Weakness Reasoning Model — Detects, scores, and explains learner...	14	Experimental	—	Python
70	anass-elamrany/student-performance-ml Machine Learning pipeline to predict student academic performance.	14	Experimental	3	Jupyter Notebook
71	Kashyap-Ladva/OlympINDIA28 Data-driven Olympic intelligence system to analyze, model, and predict medal...	14	Experimental	—	Jupyter Notebook
72	abashimov/Student_performance Student Performance	14	Experimental	—	Jupyter Notebook
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	0-zz/olympic-analysis-ml 🏅 Analyze Olympic data and predict medal outcomes using machine learning,...	14	Experimental	—	Jupyter Notebook
75	Kawanzi/EduDRISHTI 📊 Analyze high-stakes exam integrity with EduDRISHTI, using machine learning...	14	Experimental	—	Jupyter Notebook
76	AdishAZ/Student-Performance-Predictor-using-ML Student Performance Predictor using ML with Streamlit UI	14	Experimental	—	Jupyter Notebook
77	IBR4H33M/StudentPerformancePredictor In this project we to tried to explore the different factors affecting the...	14	Experimental	—	Jupyter Notebook
78	Pawansingh3889/uk-education-attainment ML analysis of UK A-Level attainment gaps by ethnicity, gender & deprivation...	14	Experimental	—	Jupyter Notebook
79	Tarun3518/student-performance-predictor Student pass/fail prediction using Logistic Regression	14	Experimental	—	Jupyter Notebook
80	eboekenh/mlproject End-to-end ML pipeline for student performance prediction — modular...	14	Experimental	—	Jupyter Notebook
81	aboaliai/Student_Result_Analysis Analyze student performance data using an easy web app that calculates...	14	Experimental	—	Python
82	Ethan07914/StreamlitStudentDataPlatform The purpose of this project would be for teachers to identify students who...	14	Experimental	—	Jupyter Notebook
83	meknas1995/student-score-predictor Predict student exam scores using machine learning to help educators...	14	Experimental	—	—
84	vikraamkumar-ds/student-performance-prediction Predicting student overall scores using Linear Regression and Decision Tree...	14	Experimental	—	Jupyter Notebook
85	niteesh10095/student-performance-prediction ML project to predict student grades using regression models	14	Experimental	—	Jupyter Notebook
86	ekeel-project/EKEEL-learning-analytics EKEEL Learning Analytics — Learning analytics model for data pattern...	14	Experimental	—	HTML
87	julioquintanazaez/pp-back-end This project is the back-end for a application disigned for help to take...	13	Experimental	—	Python
88	Tharusha200219/AI-Powered-Smart-School-Safety-and-Performance-Monitoring-System An integrated AI-powered platform for schools featuring real-time...	13	Experimental	—	Python
89	nigarishrehmansarmad/FDSS-ML-Dataquest-25 Winner solution for a student outcome prediction challenge. Achieved 1st...	13	Experimental	—	Jupyter Notebook
90	SahilBhatti09/Placement_Prediction_System Placement Prediction System predicts student placement probability using a...	13	Experimental	—	Jupyter Notebook
91	Ocean0000000/schoolsage Predicting and visualizing student mastery of K-12 standards for teachers	13	Experimental	—	TypeScript
92	PiyushJimiwal/Student-performance-pridiction A machine learning classification project that predicts student academic...	13	Experimental	—	Jupyter Notebook
93	iRitikSharma/EduPredict Student performance analytics & prediction system built with Python, Django...	13	Experimental	—	HTML
94	uniquebhattarai/Student-Score-Prediction-System Machine Learning-Based Student Score Prediction Using Feedforward Neural Networks	13	Experimental	—	JavaScript
95	Ashfinn/undergraduate-admission-analysis A data-driven analysis machine learning, interpretability, fairness analysis...	13	Experimental	3	Jupyter Notebook
96	javking-pranesh/Placement-prediction AI/ML powered student placement prediction system with React frontend and...	12	Experimental	1	JavaScript
97	rajayush6200/Student_Performance_Predictor A full-stack AI-powered feedback system that predicts student performance...	12	Experimental	1	JavaScript
98	Tejeswar001/Placement-Prediction-App A full-stack web application that predicts student placement probability...	12	Experimental	4	Jupyter Notebook
99	durgabhavani242/Student-Learning-Behaviour-ML Student Learning Behaviour Prediction using Machine Learning and Flask	11	Experimental	—	HTML
100	switch247/student_retention-prediction This is a Flask-based web application that uses a trained scikit-learn model...	11	Experimental	—	Python
101	Balofire/Student-Result-Prediction-Model This is a practical use case for a Linear Regression Machine Learning model....	11	Experimental	3	Python
102	rutika1705/ML-projects End-to-end ML pipeline to predict student math scores using Linear...	11	Experimental	—	Jupyter Notebook
103	LasithaAmarasinghe/Olympic-Medal-Count-Prediction This ML model predicts the medal count for various countries in the Olympic...	11	Experimental	4	Jupyter Notebook
104	denizbilgin/ML-Logistic-Regression-CanStudentAttendTheUniversity-Algoritm A ML:Logistic Regression algorithm about "can the candidate attend the...	11	Experimental	3	Python
105	Rohityalavarthy/personalized-academic-guidance-system AI-powered academic guidance system that predicts student GPA and recommends...	11	Experimental	1	JavaScript
106	RicardoRobledo/Azure-MLNotebook-StudentPerformanceModel This project focuses on building a regression model to predict a student's...	11	Experimental	—	—
107	asma-hachaichi/Classification-with-H2O-AutoML Prediction of Academic success using the automated machine learning tool : H2O AutoML	11	Experimental	—	Python
108	RushikeshPati20/ML-Project-Student-performance-indicator Student Performance Prediction is a machine learning project aimed at...	11	Experimental	4	Jupyter Notebook
109	SaiTamminana89/Student-Performance-Indicator This is an End to End Machine Learning Project	11	Experimental	3	Jupyter Notebook
110	swethasureshin/MiniProject-Smart-Attendance Smart student performance prediction system using machine learning to...	11	Experimental	—	JavaScript
111	diwakarydv37/Student-GPA-Predictor Building a model that predicts a student's SPI (GPA) based on their internal...	11	Experimental	—	Jupyter Notebook
112	othman-shbeir/Students_grade_forcasting The AI-Driven Student Success Forecaster is a web app using AI to predict...	11	Experimental	3	Jupyter Notebook
113	KoolCards/StudentAlcohol Logistic regression algorithm that predicts elevated alcohol levels in students	10	Experimental	2	JavaScript
114	AlvinOctaH/Predict-students-grades This repository contains an implementation of a Deep Recurrent Neural...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

Predicting-Student-Performance-Using-Machine-Learning and AcademicPredict (36 vs 23)