AI/ML Engineer building production-grade intelligent systems — from graph neural networks and siamese architectures to RAG-powered applications and MLOps pipelines.
I work across the full ML stack: training deep learning models, engineering data pipelines, and shipping AI-powered products. My focus areas are LLM-based agents, retrieval-augmented generation, and applied deep learning for real-world problems.
MailAssist — AI Customer Support Platform
Full-stack AI support platform built on a RAG pipeline. Handles ticket triage, generates on-brand responses using vector retrieval, integrates Shopify for live order data, and includes an analytics dashboard for tracking resolution rates and response times.
TypeScript LangChain ChromaDB Supabase Shopify API FastAPI
Siamese Legal Clause Similarity — Deep Learning for Legal NLP
Siamese network architectures (BiLSTM + CNN with Attention) for detecting semantic similarity between legal clauses. Trained on 295,000+ clause pairs across 395 categories. Achieved 99.98% accuracy without pre-trained transformers.
Python PyTorch BiLSTM CNN Attention
GNN Patient Triage — Graph Neural Networks for Healthcare
Reproduction of a Nature Scientific Reports paper using GraphSAGE for emergency patient triage classification. Includes cosine similarity graph construction, SMOTE balancing, and rigorous train/test leakage prevention.
Python PyTorch Geometric GraphSAGE SMOTE
MLOps Pipeline — End-to-End ML Infrastructure
Production MLOps pipeline with Airflow DAGs for orchestration and MLflow for experiment tracking + model registry. Features parallel task execution, branching logic, and automated model registration based on accuracy thresholds.
Python Apache Airflow MLflow scikit-learn
TB Dashboard — Interactive Data Visualization
Web-based data visualization platform for tuberculosis data with timelines, treemaps, and geographic maps. Built with D3.js featuring tooltips, zoom, and hierarchical drill-down navigation.
JavaScript D3.js HTML CSS
AI / ML · PyTorch · TensorFlow · scikit-learn · PyTorch Geometric · RAG · LangChain · Vector Embeddings · Prompt Engineering
Languages · Python · TypeScript · JavaScript · SQL · Java
Data Infrastructure · PostgreSQL · Supabase · ChromaDB · Apache Airflow · MLflow · FastAPI
Visualization · D3.js · Recharts · Plotly
Open to AI/ML engineering roles — let's build something interesting.