Road Deterioration Prediction
My ongoing undergraduate thesis on road deterioration prediction, exploring environmental and infrastructure-related data. Methods and findings will be shared as the research develops.

Environmental context
Infrastructure data
Prediction research
From an idea to an implementation.
My ongoing undergraduate thesis on road deterioration prediction, exploring environmental and infrastructure-related data. Methods and findings will be shared as the research develops.
This is my ongoing undergraduate thesis on road deterioration prediction. Detailed methods and findings will be added as the research progresses.
Under the surface.
Ongoing undergraduate thesis. Dataset provenance, preprocessing, selected features, models, validation and results have not been supplied. This diagram describes the subject, not a verified implementation pipeline.
Source first. Claims second.
Verified results, benchmarks and a detailed engineering retrospective have not been supplied for this portfolio. No numerical outcomes are claimed. A repository link has not been supplied.
Research problem & motivation
Details to be supplied.
Dataset overview
Details to be supplied.
Data preprocessing
Details to be supplied.
Feature engineering
Details to be supplied.
Modeling pipeline
Details to be supplied.
Model evaluation
Details to be supplied.
Visualizations
Details to be supplied.
Limitations
Details to be supplied.
Future improvements
Details to be supplied.