Rina Patel, Machine Learning Engineer

Portfolio with deployable models, readable model cards, and an original "failure museum" twist for lessons learned.

About and Skills

I build Data Science systems in Python, train Neural Networks, evaluate recommender systems, and ship model monitoring dashboards for real users.

PythonNeural NetworksData SciencePyTorchFeature StoresMLOps

Projects

Chest X-Ray Triage Neural Network

Built a calibrated CNN pipeline that ranks urgent studies, reports uncertainty, and exports a clinician-readable model card.

Real-Time Fraud Graph Model

Combined graph embeddings and gradient boosted features to flag suspicious payments with deterministic replay tests.

LLM Search Relevance Evaluator

Created a Python evaluation harness for retrieval quality, prompt regression tests, and offline Data Science review.

Original Twist: Failure Museum

Selected lesson: data leakage hides inside timestamp joins.

Current Focus

Monitoring drift for neural recommender models.