Projects

Things I'm building and have built. Most are at the intersection of NLP, biomedical informatics, and ML systems engineering.

Active

• Biomedical NLP API

  Active

  A FastAPI service exposing Hugging Face Transformers models for biomedical NLP tasks including NER, relation extraction, and clinical text classification.

  Tech Python, FastAPI, Hugging Face, Transformers, Docker

  GitHub →

Completed

• BreakHis: Hybrid CNN Classification of Breast Cancer Histopathology

  Completed

  Graduate coursework project combining pre-trained CNN feature extractors with classical ML classifiers for benign/malignant classification on the BreakHis histopathology dataset. Achieved 92.08% accuracy, exceeding published benchmarks.

  Tech PyTorch, scikit-learn, DenseNet201, ResNet50, SLURM, Athena HPC