Projects

Live Building

— Built

SplitEase

Full-stack expense-splitting web app with Next.js, Supabase, and Prisma. Supports equal splits, exact amounts, percentages, and shares with real-time balance tracking.

Next.js

Supabase

Prisma

TypeScript

Credit Risk Analysis

Credit risk models using XGBoost and Neural Networks on the Amex dataset. Temporal feature engineering, hyperparameter tuning, and SHAP for model interpretability.

XGBoost

Neural Networks

SHAP

Python

UREC Shift Auto-Picker Bot

Python Selenium bot automating shift selection on the UTD UREC portal. Filters by time and role, monitors availability in real time, and fires Telegram alerts.

Python

Selenium

Telegram API

CIFAR-10 Image Classification

CNN-based image classifier on CIFAR-10 achieving 90.2% accuracy with regularization, data augmentation, and cosine learning rate scheduling.

PyTorch

CNN

Python

Real Estate Market Analysis

Buy/NoBuy classification models with acquisition price analysis and city scoring system for real estate market evaluation.

Python

Jupyter

Classification

— In Progress

RAG Document Intelligence Pipeline

Production-style retrieval-augmented generation for document Q&A. Chunks and embeds PDFs via OpenAI, stores in FAISS, serves answers through a FastAPI endpoint with citation tracking and query reranking.

LangChain

FAISS

OpenAI

FastAPI

Python

LLM Fine-Tuning Pipeline with QLoRA

Fine-tuned Llama 2 on domain-specific instruction data using QLoRA and PEFT. Reduced GPU memory footprint by 60% while matching full fine-tune performance. MLflow tracking + SageMaker deployment.

HuggingFace

QLoRA

PEFT

MLflow

SageMaker

ML Serving API with MLflow & Docker

End-to-end ML serving system with experiment tracking, model registry, and versioned REST endpoints. Containerized with Docker, orchestrated on Kubernetes, with automated retraining on data drift.

MLflow

FastAPI

Docker

Kubernetes

Python

NLP Entity Extraction API

BERT-based NER and sentiment analysis service deployed with FastAPI and Docker. Handles multi-label classification, entity extraction, and aspect-based sentiment across customer feedback data.

BERT

spaCy

FastAPI

Docker

NLP