Closed Captions Simplifier with Fine-tuned LLM
- ▸Built and deployed an end-to-end ML system fine-tuning LLMs via LoRA for abstractive closed caption simplification — 34% length reduction, >90% content retention.
- ▸Integrated Whisper ASR and built a real-time inference pipeline and demo app for latency-aware NLP.
PythonPyTorchLoRAWhisperNLP
Distributed File System
- ▸Designed and implemented a high-performance distributed file system with gRPC and Protocol Buffers, supporting scalable multi-client access with weak consistency.
- ▸Built an efficient in-memory caching proxy with multi-threading and IPC primitives (semaphores, mutexes).
C++gRPCProtocol BuffersMulti-threadingIPC
Acronym Search Engine
- ▸Led an 8-member team to build a scalable acronym search engine covering 30,000+ acronyms with Python, SQLite, and Streamlit.
- ▸Significantly reduced internal training time and cost for the client organization.
PythonSQLiteStreamlitTeam Lead
Semantic Segmentation with PSPNet
- ▸Developed a deep learning model for semantic segmentation using PSPNet architecture with ResNet backbone.
- ▸Optimized via dilation and Pyramid Pooling Module (PPM); achieved mIoU of 60.4% on the CamVid dataset.
PythonPyTorchPSPNetComputer VisionDeep Learning
Restaurant Supply Express
- ▸Collaborated with a team of 4 to design an EERD, create the physical DB schema, and implement views and stored procedures in MySQL.
- ▸Implemented the backend with MyBatis, POJO, and REST API for a full-stack web application.
JavaMySQLMyBatisREST API
Facial Emotion Recognition
- ▸Built a machine learning pipeline for real-time facial emotion classification.
- ▸Evaluated multiple supervised and unsupervised approaches on standard benchmark datasets.
PythonMachine LearningComputer VisionScikit-learn
Scene Recognition
- ▸Implemented a scene recognition system using classical and deep learning computer vision techniques including SIFT features and RANSAC.
PythonComputer VisionSIFTRANSAC
Convolution & Image Processing
- ▸Implemented convolution operations and image processing algorithms from scratch, exploring filtering, edge detection, and hybrid images.
PythonNumPyComputer VisionSignal Processing
HackGT 8 — Hackathon Project
- ▸Built a project during the HackGT 8 hackathon at Georgia Tech.
HackathonGeorgia Tech