Design and Implementation of a predictive model for students academic performance using machine learning Department: Computer Science By: olagok01 Project ID: 8891 Rating: (5.0) votes: 1Rate this project12345 Price:₦5000 Get the Complete MaterialAbstractThe academic performance and retention of students are critical concerns for higher education institutions. Identifying students at risk of failure early enough for effective intervention remains a significant challenge, particularly in institutions like The Polytechnic Ibadan, which rely on reactive, manual systems. This study addresses this problem by designing and implementing a machine learning-based system to predict student academic performance proactively. The research leverages educational data mining techniques, utilizing the algorithm, Logistic Regression, on a dataset compiled from academic records. The methodology encompasses data collection, preprocessing, exploratory data analysis, model training, and evaluation. A comprehensive system analysis of the existing processes at The Polytechnic Ibadan was conducted, identifying key limitations such as delayed identification of at-risk students and inefficient use of available data. The proposed system aims to shift the paradigm from reactive to proactive by providing early warnings, enabling educators and advisors to implement timely support measures. By comparing multiple machine learning models, this research seeks to identify the most effective and generalizable predictor for student performance, thereby contributing to improved educational outcomes, resource allocation, and institutional decision-making....Preview Download Preview +Other Computer Science project topics and materials you might be interested in»Design and Implementation of digital library system»Design and Implementation of a Virtual E-Learning System ( Case study of Lagos State University)»Design and Implementation of Student Project Management and Allocation System»Design and Implementation of online cash receipt generating system for a supermarket»Design and Implementation of a Software Result Processing and Transcript Generation System»Design and Implementation of computerized hospital database management system»Design and Implementation of a Hotel Database Management System and Service ( A Case Study of Winter Suites and Hotels, Owerri)»Design and Implementation of Online Birth and Death Registration System»Design and Implementation of Online Clearance System»Design and Implementation of Loan Management System with SMS Notification»Design and Implementation of Computerized Staff Record Department»Design and Implementation of Cyber Cafe Security»Design and Implementation of N.Y.S.C Posting System ( A case study of N.Y.S.C Enugu)»Design and Implementation of a Computerized Fraud Detection in a Bank»Design and Simulation of a Secured Wireless Network