AI-Driven Loan Assessment (PrimeEdge Lending)
Applicant scoring prototype with transparent features, conservative thresholds, and notes on fairness and regulatory limits for the lab dataset.
What was my role?
I was the sole implementer for this coursework module: scoped requirements, wrote the code and experiments for “AI-Driven Loan Assessment (PrimeEdge Lending),” and produced the write-up with metrics and limitations.
Situation
Course lab for “AI-Driven Loan Assessment (PrimeEdge Lending)”: short deadlines, public or synthetic data, and rubrics that reward reproducible notebooks and honest limitations.
Task
Produce a small credible artifact—clean repo or notebook—with baselines, evaluation, and a crisp story of what would change in production.
Action
Implemented end-to-end (Applicant scoring prototype with transparent features, conservative thresholds, and notes on fairness and regulatory limits for the lab dataset.), logged experiments, compared alternatives, and documented dependencies plus failure cases.
Result
Submitted a runnable deliverable with metrics, repeatable setup commands, and a trade-off section suitable for extending to real systems.