AI/ML Engineer · LLM Agents & NLP Pipelines · Python / FastAPI
Navi Mumbai, India · Portfolio · GitHub · LinkedIn

AI/ML Engineer with a focus on LLM agents, NLP pipelines, and full-stack AI applications.
Shipped 3 production systems integrating Gemini and Hugging Face APIs into real-world workflows.

Gemini 3.0 Flash · Next.js 15 · Node.js / Express · MongoDB Atlas · Web Speech API · Docker

• STT → Gemini → TTS voice pipeline with sub-2s round-trip latency; strict JSON output via responseMimeType with server-side schema validation
• System instruction architecture for multi-turn interviewer persona — behavioral rules, role constraints, conversation guardrails
• Separate Gemini evaluation agent processes full transcripts into structured JSON scorecards (Technical Accuracy, Communication, Culture Fit)

🥉 3rd Runner-Up — edQuest BuildWithAI Hackathon · 118 participants

Hugging Face Inference API · FastAPI · Motor ODM · MongoDB Atlas · Next.js 14 · Leaflet

• Zero-shot classification routes complaints into 4 categories (Maintenance, Safety, Harassment, Unfair Rent) with 90%+ accuracy — no labelled training data
• Confidence-threshold fallback: complaints below 65% flagged as Unassigned instead of misrouted
• Async FastAPI backend serves geocoded data to a Leaflet heatmap with category, severity, and date filtering

Top 20 of 154 Teams — HackQuinox 2.0 · 600+ participants

Python · scikit-learn · Pandas · SMOTE · Flask · React · Recharts

• 5-classifier pipeline over 309 clinical records; SMOTE resolves 87/13 class imbalance; best model auto-selected (Logistic Regression, 94.3% F1)
• Model serialized to .pkl, served via Flask REST API; React/Recharts dashboard shows Precision, Recall, Confusion Matrix

Python · Gmail API · Google Sheets API · OAuth 2.0

• Idempotent email parsing pipeline with duplicate prevention and structured logging
• Serverless contact pipeline variant: AWS Lambda (Python 3.12) + API Gateway + SES with least-privilege IAM; 8 mock unit tests for offline validation

React · TypeScript · Zustand · Vite

• AI relevance scoring engine for creator discovery — no LLM API dependency, pure ranking logic
• Kanban workflow, analytics dashboard, Google Sheets/CSV sync

React · FastAPI · Supabase · PostgreSQL · Railway

• AI ticket triage with sentiment analysis and real-time sync

AI / ML — Gemini API · Hugging Face · LLM Prompt Engineering · Zero-Shot Classification · RAG · STT/TTS · Fine-Tuning · Agent Persona Design
ML Libraries — PyTorch · scikit-learn · Pandas · NumPy · SMOTE
Backend — FastAPI · Flask · Node.js · Express · REST APIs · JWT · Async Motor ODM
Frontend — React · Next.js · TypeScript · Tailwind CSS
Cloud & Infra — AWS Lambda · API Gateway · SES · IAM · Docker · MongoDB Atlas · Vector DBs · Vercel
Tools — Git · Cursor · Claude Code · Jenkins · CI/CD · SonarCloud

• Co-Head, Website Team @ E-CELL SAKEC — 5-person team, 10+ events, zero downtime
• 4th-year B.Tech IT · SAKEC, Mumbai University · CGPA 8.18
• Google Cloud: Generative AI — Google Cloud Skills Boost

Open to AI Engineering and Full-Stack AI roles — internships and full-time.