A collection of work in machine learning, generative AI, computer vision, and infrastructure.
Fine-tune Mistral-7B with Q-LoRA
Fine-tuned Mistral-7B-Instruct for specialized conversational use cases using 4-bit quantization via Q-LoRA.
Python HuggingFace PEFT BitsAndBytes
Graph RAG — Resume Search
Resume search engine using Neo4j and custom Cypher query generation with few-shot prompting to enhance retrieval over structured graph data.
Neo4j LangChain Cypher Python
Decoder-Only Transformer from Scratch
GPT-style transformer built from scratch for next-word prediction. Full deployment — local, Docker, and Kubernetes.
PyTorch Docker Kubernetes
2D to Stereoscopic 180° VR
Converts standard 2D video into 180° VR format using monocular depth estimation, fisheye projection, and GPU-accelerated processing.
OpenCV PyTorch MiDaS FastAPI FFmpeg CUDA
Diabetes Progression Prediction
End-to-end regression application predicting diabetes progression from physiological health factors.
Scikit-learn Pandas Streamlit Docker
ML Model Deployment — K8s & Docker
Production-grade deployment of ML models with Dockerization and Kubernetes orchestration.
Docker Kubernetes
GitHub Actions CI/CD
FastAPI service with GitHub Actions automation and Locust load testing.
FastAPI GitHub Actions Locust