Projects

Things I've built or contributed to.

LLM-based Network Intrusion Detection →

Comprehensive analysis of using Large Language Models for network intrusion detection. Explored BERT, RoBERTa, DistilBERT as classifiers and feature extractors, and Gemma models with various prompting strategies on NSL-KDD and CICIoT2023 datasets.

Python PyTorch Huggingface LLMs

Medical AI Report Interpreter →

AI system using BioBERT to automate interpretation of Coronary CT Angiography reports with CAD-RADS classification. Achieved 87.6% accuracy on external validation.

BioBERT Python Medical NLP

D2C Recommender System →

Production recommender engine combining content-based, collaborative filtering, and hybrid approaches for a D2C experiential platform.

Python AWS SageMaker Flask Node.js

More projects coming soon...