🚀 Data Science & Business Analytics
Prediction using Supervised ML
A predictive analytics study demonstrating the application of Ordinary Least Squares (OLS) Regression to estimate academic performance based on temporal study patterns.
🎥 Project Demo
📈 Analysis Results
Exploratory Data Analysis
Initial scatter plot revealing strong positive correlation.
Feature Distribution
Statistical distribution of the target variable.
Regression Fit
OLS Regression line fitted to the training data.
Model Training
Visualizing the linear approximation on Training Data.
Model Validation
Validation of the regression line against unseen Test Data.
🐍 Python 3.x
📊 Scikit-Learn
📈 Pandas & NumPy
📓 Jupyter