B.Tech Chemical Engineering · M.Tech Data Science · IIT Madras
Building ML systems that work — end to end, in production, on real data.
I'm a final-year Interdisciplinary Dual Degree student at IIT Madras. I build machine learning systems — multimodal pipelines, deep learning models, data-driven applications — and I care about getting them to actually work, not just on paper.
I have a strong mathematical foundation (optimization, probability, stochastic processes) that shapes how I think about problems, but my focus is on shipping: clean data pipelines, versioned experiments, deployed models, measurable results. I've worked across computer vision, NLP, time series, and multimodal systems, in both research and industry settings.
Micro-Market Affluence Intelligence Engine — Building an AI-powered pincode-level affluence scoring system for 19,000+ Indian pincodes using satellite imagery, geospatial data, and socioeconomic signals.
State Space Modelling and Control (SMAC) — Leading a student project on exploring control theory, LQR, optimization based safe control and path planning algorithms.
Deep Learning & Foundation Models — Exploring vision-language models, multimodal architectures, and speech synthesis systems.
| Project | What it is |
|---|---|
| Drift-Aware Stock Prediction | Full MLOps pipeline: DVC feature engineering, MLflow experiment tracking, Dockerized FastAPI serving, automated drift detection and retraining |
| Inter IIT ISRO — Satellite Imagery AI | VLM pipelines for captioning, grounding, and VQA on satellite imagery; LoRA finetuning on Qwen improved segmentation by 23% |
| Cattle Muzzle Identification | Transfer learning pipeline for cattle breed ID from muzzle images |
| Image Captioning with Monitoring | Image captioning system with integrated model monitoring |
| ProjectAxify | Image compression and reconstruction using Medial Axis Transform; 33% compression, 8% OCR accuracy gain — won Best Software Project |
Languages — Python · C++ · MATLAB
ML & Deep Learning — PyTorch · TensorFlow · Scikit-Learn · XGBoost · Transformers · Vision-Language Models · LoRA Finetuning · MeloTTS
MLOps & Engineering — MLflow · DVC · Docker · FastAPI · Apache Spark · Ray · Git · Linux · Gradio
Data Science — Pandas · NumPy · SciPy · Seaborn · Matplotlib · cvxpy
Foundations — Probability & Statistics · Stochastic Processes · Convex Optimization · Numerical Linear Algebra
Machine Learning · Control Theory · Optimization · Multimodal AI · NLP · MLOps · Time Series · Quantitative Finance · Probabilistic Modelling
Outside of work: writing poetry, science-fiction, and occasionally getting too deep into probability puzzles.