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ummerulfarook/README.md

Hey, I'm Ummer 👋

Freelance AI/ML engineer based in Kerala, India. I build things that ship — RAG pipelines, NLP systems, and full-stack platforms for real clients, not just notebooks.

  • 🔭 Currently building a risk-scored contract intelligence system — LegalBERT + RAG + Mistral-7B, running on a 4GB-VRAM laptop
  • 🛠️ Recently shipped: a welfare & loans platform for a 500+ member cooperative, and a POS billing system for a wholesale vegetable merchant
  • 💬 Ask me about RAG pipelines, fine-tuning Hugging Face models, or getting ML into production on a tight budget
  • 📫 Reach me on LinkedIn

Featured work

Project What it does Stack
AI Banking Agent RAG chatbot answering banking FAQs — zero paid API cost FAISS · Sentence-Transformers · Phi-3 (Ollama)
Contract Intelligence System Clause-level contract risk scoring with automatic rewriting LegalBERT · RAG (ChromaDB) · Mistral-7B
KVVA Management System Welfare, loans, member & auction management for a 500+ member cooperative Django · DRF · PostgreSQL · React · Redux Toolkit
AM-KHK Billing POS billing, inventory, and credit tracking for a wholesale vegetable merchant Flask · SQLAlchemy · React · MUI
Staff Price Lookup Mobile scan-to-price app for shop staff, plus an admin management app —

Tech stack

Python PyTorch Flask Django React PostgreSQL

GitHub stats

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  1. AI_BANKING_AGENT AI_BANKING_AGENT Public

    RAG chatbot answering banking FAQs — FAISS + Sentence-Transformers + Phi-3 (Ollama), zero paid API cost

    HTML

  2. Contract_Intelligence_System Contract_Intelligence_System Public

    Clause-level contract risk scoring with automatic rewriting — LegalBERT + RAG (ChromaDB) + Mistral-7B, runs on 4GB VRAM

    Python

  3. AM-KHK AM-KHK Public

    POS billing, inventory, and customer credit system for a wholesale vegetable merchant. Flask + SQLAlchemy backend, React/MUI frontend, PDF invoices, thermal receipt printing, role-based permissions…

    JavaScript

  4. av_company_product_lookupApp av_company_product_lookupApp Public

    Cross-platform product lookup app for retail staff — Flutter + Django REST Framework, barcode scanning, multi-tier pricing, role-based access

    Dart

  5. kvves_management_system kvves_management_system Public

    Welfare, loans, member & auction management platform for a 500+ member cooperative society. Django REST API + React/Redux frontend, JWT auth, role-based access.

    JavaScript