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Rishabhmannu/README.md

Hi, I'm Rishabh

AI Full-Stack Engineer · B.Tech (IT) @ IIIT Allahabad '26
Applied AI systems engineering — from model design through agent orchestration to user-facing apps.

Portfolio LinkedIn Gmail Academic Email


About

B.Tech (IT) at IIIT Allahabad ('26), working at the intersection of applied AI and shipped product. My focus spans model design and evaluation, agent orchestration, and the full-stack systems that surface them to users.

Recently completed a Technology Internship at ICICI Bank working on Applied ML for Observability & AIOps — built a banking-grade AIOps platform with ML-based anomaly detection; received a Pre-Placement Offer for full-time return. Current work centres on ongoing AI/ML research alongside an open-source agentic-RAG system recently shipped to PyPI.

Open to AI Full-Stack and ML Engineer roles where I can own the full vertical from model layer through API to interface.


Featured Projects

  • 🧮 financebench-rag-agent — Multi-agent RAG for financial document Q&A; 72.7% on FinanceBench (κ = 0.932 calibrated judge). Shipped to PyPI + GHCR. LangGraph · Qdrant · Claude · FastAPI

  • 🔋 hybrid-ml-mcdm-battery-eol — ML + multi-criteria framework for EV battery end-of-life routing across EU / GBA / India regulatory regimes. SoH RMSE 2.43pp on 1,581 cells, 7 chemistries. Live Streamlit demo · manuscript in preparation. XGBoost · TCN · TOPSIS · BWM

  • 🩸 edge-cbc-analyzer — 5-tier Complete Blood Count pipeline on Jetson Orin Nano. mAP50 = 0.988 at 2.7–3.3× fewer params than published SOTA. 8th-semester research project. YOLOv8-seg · EfficientNet-B0 · TensorRT FP16

  • 🧘 zen-daily-wisdom — Personalized RAG with Thompson-sampling bandit ranking; recall@5 = 0.767, regret 47.1 vs 124.8 baseline. Deployed end-to-end. Next.js · FastAPI · pgvector · Gemini

  • 🏦 banking-observability-platform — Open-source AIOps stack for 37+ banking microservices with ML-based DDoS detection. Built during ICICI Bank internship. Python · Docker · TensorFlow · Prometheus

  • 🛒 amazon-greencart-hackathon ⭐ 58 — Sustainable e-commerce with XGBoost EarthScore, DBSCAN group-buying, multi-agent shopping assistant. Semi-Finalist · Amazon HackOn S5. React · FastAPI · LangGraph


Current Work

  • 📚 Ongoing AI/ML research — applied deep learning and edge inference, building on the CBC research pipeline.

Tech Stack

AI / ML

Python PyTorch TensorFlow scikit-learn Hugging Face LangGraph OpenAI Gemini

Backend

FastAPI Spring Boot Flask Node.js

Frontend

Next.js React TypeScript Tailwind CSS

Data & Infra

PostgreSQL Redis Supabase Docker Kubernetes AWS Vercel Prometheus Grafana


Selected Highlights

  • 🎓 CGPA 8.89 / 10 — B.Tech (IT), IIIT Allahabad
  • 🎯 99th percentile in JEE Mains (12L+ candidates)
  • 💻 600+ problems solved on GeeksforGeeks
  • 🏦 Built ML systems in a banking environment during ICICI Bank internship (2025)
  • 🥇 Multiple Junior Science / Cyber Olympiad medals and academic awards

Open to engineering opportunities. Reach out to discuss AI systems, agentic architectures, or applied ML.

Portfolio LinkedIn Email me

Pinned Loading

  1. amazon-greencart-hackathon amazon-greencart-hackathon Public

    AI-powered sustainable e-commerce platform with EarthScore ratings, group buying via DBSCAN clustering, and multi-agent chatbot. Gamifies eco-friendly shopping with real-time carbon tracking, achie…

    TypeScript 58 1

  2. edge-cbc-analyzer edge-cbc-analyzer Public

    Edge-deployable CBC analysis pipeline: cell segmentation, WBC differential, anemia screening & RBC morphology from blood smear images using YOLOv8-seg + EfficientNet-B0 on Jetson Orin Nano.

    Python 1

  3. reinforcement-learning-experiments reinforcement-learning-experiments Public

    Training RL agents from classic control to Atari — built for learning and for fun.

    Python 1

  4. skywings-airways skywings-airways Public

    Full-stack airline ticket booking system with real-time Google Flights data, simulated payments with SMS + Email OTP, and PDF e-tickets. Built with Spring Boot 3.3, React 18, PostgreSQL, and Redis.

    Java 1

  5. the-one-with-the-ai the-one-with-the-ai Public

    An interactive NLP application that analyzes Friends scripts to finding meaning in dialogue. Features a "Which Character Are You?" quiz, a semantic quote search engine, and detailed personality ins…

    Python 1

  6. zen-daily-wisdom zen-daily-wisdom Public

    Personalized daily wisdom service using FastAPI, Next.js, Supabase, and Gemini with RAG, mood check-ins, and email/Telegram delivery.

    Jupyter Notebook 1