ML / AI Engineer · Agentic AI · RAG Pipelines · NLP
B.Tech CSE (Data Science) @ ABES Engineering College, Ghaziabad · 2023–2027
I build AI systems that go from idea to something people can actually use — agentic workflows, RAG pipelines, and ML models with real, measured performance numbers. Currently a CS (Data Science) undergrad, recently an AI Intern at DEAL, DRDO, working on agentic RAG pipelines for defence-relevant data retrieval.
- 🔭 Currently building: OpsCopilot — a LangGraph ReAct agent for business operations with human-in-the-loop approval
- 🌱 Exploring: multi-agent systems, LangGraph, computer vision, and production-grade LLM apps
- 💬 Ask me about: LangGraph, LangChain, RAG, ChromaDB, FAISS, YOLOv8, prompt engineering
- 📫 Reach me at: mittalvansh21@gmail.com
Python · FastAPI · SQLAlchemy · LangGraph · LangChain · Pydantic · SQLite · Streamlit · Groq
A LangGraph ReAct agent (Qwen3-32b) with 12 tools spanning read ops (revenue, active users, expiring memberships, bookings) and write ops (extensions, phone updates, cancellations), gated by human-in-the-loop approval before any mutating action.
- ✅ 100% intent-to-tool accuracy across 12 test queries
- ✅ ~1.5s average response latency
- ✅ Approval-gated workflow correctly blocked/handled 80% of invalid inputs in edge-case testing
🔗 GitHub
YOLOv8 · PyTorch · Python · Streamlit · OpenCV
Fine-tuned YOLOv8m to detect PPE items (helmet, vest, gloves, boots, goggles) and personnel on construction site imagery, paired with a geometric rule-based compliance engine.
- ✅ 0.80 mAP@0.5 overall (0.75–0.89 across individual classes)
- ✅ Diagnosed and resolved severe class imbalance in minority labels via per-class mAP analysis
- ✅ Interactive Streamlit app for real-time image/video compliance checking
🔗 GitHub
Python · FastAPI · scikit-learn · LangGraph · ChromaDB · Sentence-Transformers · Groq · HuggingFace
LinearSVC multi-output ticket classifier feeding a LangGraph multi-agent RAG pipeline for automated, context-aware ticket routing.
- ✅ 97% accuracy / 96% F1-score across 10 departments & 3 priority levels, trained on 25,000+ tickets
- ✅ Deployed via FastAPI on HuggingFace Spaces
- ✅ RAG context retrieval via ChromaDB + Sentence-Transformers for domain-specific responses
🔗 GitHub
Python · LangChain · HuggingFace · FAISS · Groq LLM · Streamlit
RAG-based chatbot that ingests PDFs and ZIP codebases for semantic code search.
- ✅ Indexes 10,000+ chunks with sub-second retrieval via FAISS
- ✅ ~1.5s response time using Groq-powered inference
🔗 GitHub
n8n · AI Agents · Google Places API · Airtable · LLM · Data Enrichment
End-to-end AI agent that sources, enriches, and scores business leads automatically. 🏆 Top 6 finalist (100+ participants) in UpNex Solutions' AI Automation competition — won a $50 cash prize.
- ✅ Processed 2,500+ business records, cutting lead research from hours to minutes
- ✅ AI-driven filtering improved lead quality by 70%
- ✅ Generated 600+ sales-ready leads
🔗 GitHub
AI Intern · DEAL, DRDO · Jun 2026 – Jul 2026 · On-site
- Developed an AI-powered data pipeline for an SDR system, processing 10,000–100,000 records with RAG architecture for intelligent retrieval of defence-relevant data streams
- Built agentic AI workflows using LangGraph to automate multi-step decision-making, improving retrieval accuracy and reducing manual intervention
GenAI Powered Data Analytics Intern · Tata via Forage · May 2026 · Remote
- Built AI-assisted analytics workflows using Python & Excel, improving reporting efficiency by 30%
- Developed interactive dashboards supporting a 20% improvement in targeted business recommendations
🔗 GitHub
Languages
ML / Data Science
AI / LLM
Automation & Tools
Cloud & Platforms
| Certification | Issuer | Year |
|---|---|---|
| Artificial Intelligence Fundamentals | IBM SkillsBuild | 2026 |
| Gen-AI Powered Data Analytics | Tata (Forage) | 2026 |
| Career Essentials in Data Analysis | Microsoft & LinkedIn Learning | 2024 |
B.Tech — Computer Science & Engineering (Data Science) · 2023–2027 ABES Engineering College, Ghaziabad · CGPA: 7.12 / 10 (Sem 1–6)
Higher Secondary (PCM) · 2022–2023 Vyas World School, Bareilly · 88%
Open to internships, collaborations, and ML/AI projects. Let's build something!