Problem
Predict GPA and stress levels using lifestyle signals.
Case Study
Student Lifestyle and Academic Performance Predictor
Predict GPA and stress levels using lifestyle signals.
Business Impact
Built a 2,000-record data science pipeline with feature engineering, cross-validation, and regression modeling.
Data ScienceRegressionModel Evaluation
Solution
Structured preprocessing and feature engineering workflow
Business Impact
Built a 2,000-record data science pipeline with feature engineering, cross-validation, and regression modeling.
Delivery Notes
What this proves for a client project.
The goal is not to copy this exact product. It is to show the kind of product thinking, backend structure, AI workflow, and shipping discipline that can transfer to your business.
Structured preprocessing and feature engineering workflow
Compared Linear Regression, Random Forest, and SVR
Produced interpretable insights for stakeholder communication
Technology Stack
Tools used after the business case was clear.
PythonPandasScikit-learn
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