Experience

Founding Engineer — LLM Evaluation Infrastructure

SUAV Tech · 2025 – 2026

    WebOps Secretary

    Student Executive Council, IIT Madras BS · Jan 2026 – Present

      Projects

      Power Load Forecasting System

      LightGBM · FastAPI · Docker · GCP · Next.js

      Time-series load classification on 35K+ records at 430 RPS — LightGBM with cyclical feature engineering and GCP deployment.

      Genrefy — Audio Classifier

      PyTorch Lightning · EfficientNet · W&B · Streamlit

      EfficientNet-V2 trained on log-mel spectrograms for 10-genre music classification under distribution shift (clean stems → noisy mashups) — 0.930 on Kaggle private LB.

      DeepWaste — CNN vs Fine-tuning Benchmark

      PyTorch Lightning · ONNX · TensorRT · W&B

      Deployment benchmark across 5 inference formats — TensorRT FP16 achieved 6,905 img/s with 98.41% accuracy on garbage classification.

      Sales Forecasting — Kaggle Rank 133

      Python · Scikit-learn · Fourier Analysis · Streamlit

      Multiplicative forecasting model with Fourier analysis and GDP indicators — 12.7% MAPE across 6 countries, 10 years of data.

      Customer Profiling

      Python · Machine Learning · Clustering · K-Means · DBSCAN

      K-Means & DBSCAN clustering algorithms for customer segmentation analysis with interactive profiling dashboard.

      CrossEmotion — Multimodal Emotion Recognition

      PyTorch · R3D-18 · BERT · Conformer · AWS SageMaker

      Fusion of video (R3D-18), text (BERT), and audio (Conformer) with cross-modal attention — 67.8% accuracy on MELD dataset.

      Logic-Guided Diagnosis — Neuro-Symbolic AI

      PyTorch · Decision Trees · Scikit-learn

      Residual MLP trained with differentiable rule-agreement loss — 88.32% accuracy, 0.9516 ROC-AUC on heart disease prediction.

      Technical Skills

      Languages

      • Python
      • TypeScript
      • JavaScript
      • SQL
      • Bash

      Machine Learning

      • PyTorch
      • PyTorch Lightning
      • Scikit-learn
      • LightGBM
      • ONNX
      • TensorRT
      • W&B

      MLOps & Deployment

      • Docker
      • CI/CD (GitHub Actions)
      • GCP
      • AWS SageMaker
      • FastAPI

      Databases

      • SQL
      • DynamoDB
      • Neo4j
      • Qdrant

      Concepts

      • Model Optimization
      • Time-Series Forecasting
      • Computer Vision
      • Multimodal Learning
      • Neuro-Symbolic AI