Top-ranked capstone project
Mohamed Amin El-lithy · Graduate project
- Client
- Mohamed Amin El-lithy
- Industry
- Graduate project
Inside the project
Solution
A #1-ranked graduate capstone demonstrating the complete machine-learning workflow — problem framing, data cleaning, exploratory analysis, feature preparation, model comparison, validation, explainability, documentation and presentation. It is an educational prototype, not a clinical system: it cannot support diagnosis or treatment.
Our approach
Judged #1 in its cohort, the project is evidence of applied capability — analytical reasoning, a disciplined end-to-end ML process, and clear communication — the portfolio-ready outcome Epsilon programs are built to produce. As an educational prototype its limitations are explicit: dataset representativeness, threshold choice, false positives/negatives, and the need for external validation and qualified medical review before any real-world use.