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kandil7/README.md

Typing SVG


🧬 Snapshot

$ whoami
Full Stack AI Engineer β€” Egypt (EET)

$ focus
RAG systems Β· LLM apps Β· Arabic OCR/NLP Β· FastAPI backends

$ currently_building
LMS backend Β· Egyptian ID OCR Β· Hybrid RAG engine Β· Quranic KB

πŸ›  What I do

Area What it means in practice
πŸ” RAG Systems Hybrid retrieval (dense + BM25) Β· rerank Β· eval Β· observability
πŸͺͺ Arabic OCR Detection β†’ OCR ensemble β†’ post‑processing β†’ structured JSON APIs
βš™οΈ Backend FastAPI Β· clean architecture Β· Docker Β· CI/CD Β· auth/JWT
🌐 Multilingual AI Arabic‑first UX Β· embeddings Β· custom normalization & tokenization

πŸ“š Recent work (highlighted)

πŸͺͺ Egyptian ID OCR (Arabic)

Goal: Turn noisy ID images into clean, validated JSON.

How: YOLO detection β†’ crops β†’ PaddleOCR + EasyOCR ensemble β†’ rules & confidence gating.

Result: ~92% field‑level accuracy on real samples, ready for bank/fintech KYC APIs.

Tech: YOLO Β· PaddleOCR Β· EasyOCR Β· OpenCV Β· FastAPI


πŸ”€ Hybrid RAG Starter

Goal: Make it easy to ship grounded Q&A over mixed Arabic/English corpora.

How: Dense + BM25 hybrid search, reranking, smart chunking, source citations, eval scripts.

Result: <2s end‑to‑end latency on typical corpora with noticeably fewer hallucinations.

Tech: Python Β· Qdrant Β· BM25 Β· LLM APIs Β· LangChain‑style pipelines


πŸŽ“ LMS Backend

Goal: Backend‑first LMS that can grow into a full product.

How: Modular FastAPI services, JWT auth, role‑based access, media storage on Azure Blob.

Result: Ready to plug into any web/mobile frontend and scale with real users.

Tech: FastAPI Β· MongoDB Β· Azure Blob Β· Docker Β· JWT


πŸš€ Now building

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚  πŸŽ“ LMS Backend       FastAPI Β· MongoDB Β· Azure Blob Β· JWT      β”‚
β”‚  πŸͺͺ Egyptian ID OCR   YOLO Β· PaddleOCR Β· EasyOCR Β· Validation   β”‚
β”‚  πŸ”€ Hybrid RAG        Qdrant Β· BM25 Β· Rerank Β· Eval pipeline    β”‚
β”‚  πŸ“– Quranic KB        RAG Β· Arabic NLP Β· Knowledge graphs       β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

🐍 Contributions

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