Power Plant Regression Analysis
A notebook study comparing linear, polynomial and nearest-neighbor regression on the UCI Combined Cycle Power Plant dataset.
My Role
Implemented the exploratory analysis, regression comparisons and notebook documentation.
Team Size: 1 person
Problem
Different regression models capture different relationships between atmospheric measurements and recorded energy output. The assignment compares those assumptions on a common dataset.
Approach
Explored feature relationships, fitted simple and multiple linear models, added polynomial interactions, and compared nearest-neighbor regression with normalized features.
Impact
Documented the model comparisons and their dataset-specific behavior. The coursework does not establish operational improvements, grid-management impact or deployment at a power plant.