Projects in

Data, AI and Software

I develop projects that connect data science, machine learning, and software engineering — from reproducible studies to interactive applications.
DATASET STUDIES

Data Analysis & Predictive Modeling

A collection of analyses spanning data exploration, modeling, and result interpretation.

Forecasting

Nottingham Monthly Temperatures

Univariate forecasting of 240 Nottingham monthly temperature observations, comparing seasonal and statistical specifications with expanding-window backtesting and reaching a final 1939 MAE of 1.5266 °F.
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Regression

Concrete Compressive Strength

Regression study on 1,030 observations representing 427 distinct concrete mixtures, comparing linear and nonlinear models under a row-level evaluation protocol, with a final-test MAE of 2.5822 MPa.
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Multiclass Classification

Dry Bean

Multiclass classification of 13,611 dry bean grains using 16 image-derived morphology measurements, comparing four model families and reaching a final-test Macro F1 of 0.9418.
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Binary Classification

Telco Customer Churn

A churn study across 7,043 customer accounts, exploring contract, tenure and service patterns and evaluating predictive models to identify customers at higher risk of cancellation.
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