AI & Data Science undergraduate at Amrita Vishwa Vidyapeetham (B.Tech, 2023–2027).
I build systems at the intersection of physics, machine learning, and real-world deployment — from physics-informed neural networks to production healthcare AI. Currently focused on agentic AI systems, multimodal RAG, and deploying cutting-edge models in resource-constrained environments.
AI/ML Engineering Intern — UVS Cube Infotech, Madurai Mar 2026 – May 2026 · Completed ✅
Built and deployed two production AI systems for the MyBeat live healthcare platform:
- Hybrid RAG pipeline: FAISS (dense) + BM25 (sparse) + PubMedBERT reranking for accurate medical query resolution
- FHIR R4 / ABDM standards integration for real-time patient history injection into LLM prompts
- Deterministic severity scoring engine (0–100) with red-flag symptom detection
- Triple-Gate output safety — guarantees zero diagnostic statements in all responses
Stack: FastAPI · FAISS · BM25 · PubMedBERT · Llama-3.1 · Redis · Docker · NGINX · GitHub Actions
- End-to-end voice pipeline: Whisper ASR → Llama-3.1 NLU (Groq) → pyttsx3 TTS with Gemini failover
- Dual-layer NLU — keyword pattern matching (fast/offline) + Llama-3.1 for complex sentences; supports 8 intents
- 3-Stage Cascade Recommendation Engine for doctor ranking:
- Stage 1 (60%) — Content: Distance · Experience · Fee · Language
- Stage 2 (25%) — Feedback: Ratings · Repeat visits · Booking conversion
- Stage 3 (15%) — Trust: Verified credentials · Urgent availability · Insurance match
- Voice-to-UI control — returns structured JSON
uiActions(NAVIGATE,AUTO_FILL,HIGHLIGHT_RECOMMENDATION) for hands-free navigation - OpenWakeWord (ONNX) for always-on "Hey MyBeat" hands-free activation
- Secured all endpoints with JWT Bearer Token (HS256) authentication
Stack: FastAPI · Whisper · Llama-3.1 · OpenWakeWord · pyttsx3 · PyJWT · Docker · NGINX · GitHub Actions CI/CD · IIS Reverse Proxy
- Agentic AI Systems
- Multimodal RAG
- Physics-Informed Neural Networks (PINNs)
- Healthcare AI & Medical LLMs
- Voice AI & Speech Processing
- Federated Learning
- Edge AI Deployment
- High Performance Computing (HPC)
ML / AI: PyTorch · PINNs · Federated Learning · LSTMs · Attention · YOLOv8 · LoRA / QLoRA · RAG · LLMs
Voice AI: OpenWakeWord · Whisper · pyttsx3
HPC: CUDA · OpenMP · C++ · Parallel & Heterogeneous Computing
Full Stack: Python · React · FastAPI · Flask · REST APIs · MySQL · HTML5 · CSS3
Hardware / IoT: Raspberry Pi · Arduino · Blynk IoT
MLOps: MLflow · Weights & Biases · Docker · NGINX · Redis · Git · GitHub Actions
Languages: Python · C++ · JavaScript · Java (basics) · MATLAB · Scala (basics)
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Bio-inspired robot with real-time human detection using YOLOv8. Best Paper Award at SISCON 2025. Tech: YOLOv8, RPi, Arduino |
Physics-constrained LSTM for real-world EV range estimation. <5% RMSE, W&B tracked. Tech: PyTorch, SUMO, MLflow |
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Serial vs OpenMP vs CUDA performance analysis on 405k satellite images. Tech: C++, CUDA, OpenMP |
Federated object detection for power infrastructure defect detection. mAP@50: 0.91. Tech: Python, RetinaNet, Federated Learning |
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LLaMA 3.1 8B fine-tuned for Tamil↔English translation using Unsloth. Tech: Unsloth, LoRA, 4-bit Quantization |
Predictive cyber-physical resilience framework with CNN-BiLSTM. Tech: CNN-BiLSTM, FastAPI, Digital Twins |
🏆 Best Paper Award — SISCON 2025
📄 3 Research Publications in IEEE & AIP journals
🚀 Production Healthcare AI Systems deployed to live platform
🎓 B.Tech AI & Data Science — Amrita Vishwa Vidyapeetham
- Bio-Inspired Snake Robot for Real-Time Victim Detection in Disaster Environments — Mar 2026
- Emotion-Aware Image Captioning using Deep Learning (Co-Author) — Mar 2026
- Solar Powered Agricultural Robot for Irrigation (Co-Author) — Feb 2026
- Physics-Informed Neural Networks — Udemy (May 2025)
- Google AI Essentials (Jul 2024)
- Foundations of Cybersecurity — Google (Mar 2024)
💡 Always open to collaborations on AI systems, research, and production deployments.