Ayush Pandey
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OULAD Predictive Learning Analytics

Machine-learning analysis pipeline for forecasting student performance from learning engagement data.

PythonMachine LearningData AnalysisPandasScikit-learnEducation Analytics
Performed predictive learning analytics on the OULAD dataset to model student outcomes from interaction and engagement signals. Built data processing and ML workflows for feature extraction, performance forecasting, and behavior analysis. The project explored how educational usage patterns can be translated into measurable predictive indicators.

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