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Youssefx64/README.md
Youssef Taha Badawi | AI Engineer

AI Engineer · LLMs, RAG & Agentic Systems · LLMOps

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👨‍💻 About Me

I'm an AI Engineer with a B.Sc. in Artificial Intelligence & Data Science (graduation project: A+ / 99%) and an AWS Certified AI Practitioner. I take LLM, RAG and agentic systems from experiment to production: retrieval design, fine-tuning & quantization, evaluation gates, observability and deployment.

I validate with real metrics, not vibes: RAGAS gates in CI, load tests with P95 latency, drift detection, leakage audits, and benchmarked quantization.

🏗️ Ship Full products end to end: LLM pipelines, FastAPI backends, Dockerized deployments, live demos
🔬 Measure MLflow experiments, RAGAS, perplexity, tokens/s, VRAM, Locust load tests
🌍 Arabic NLP Arabic legal RAG, Arabic poetry LLM, Arabic OCR fine-tuning
🎓 Teach AI & LLMs instructor for online learners

🔭 Right now

  • 🔤 Fine-tuning a small, efficient Arabic OCR model (TrOCR, LoRA/PEFT)
  • 🧪 Production-grade RAG pipelines with real retrieval metrics
  • 🤖 Multi-agent workflows and tool-use patterns
  • 🏗️ LLMOps: MLflow, ONNX, monitoring, CI quality gates
  • 📚 Sharpening DSA and system design

🚀 Featured Projects

🏗️ CadArena

Natural language (Arabic/English) → CAD (DXF). Turns plain-language engineering commands into valid floor plans, with an Egyptian Building Code (EBC 2023) quality gate and a RAG module (5 parsers: PDF, DXF, IFC, CSV, XLSX, knowledge graph, validation agents). 85–90% less design time vs. manual drafting. 255 commits, 40+ API endpoints, 120+ tests, live demo. 🎓 A+ (99%).

Python FastAPI PostgreSQL WebSockets Next.js Ollama Docker

Arabic legal RAG over all 1,149 Egyptian Civil Code articles. Hybrid retrieval (Qdrant dense + BM25 + exact-article lookup, RRF k=60), grounding guardrail that refuses without a supporting article. 8 configs compared in MLflow, RAGAS CI gate (faithfulness 0.90 vs 0.75), P95 418 ms @ 49.4 RPS, 0% errors, drift detection, 5% canary routing, PII scrubber.

Qdrant FastAPI MLflow Langfuse Prometheus BentoML DVC

🥗 NutriAI

Full-stack RAG SaaS (114 commits). PDF/TXT ingestion → semantic chunking → embeddings → vector search → grounded LLM answers. Switchable providers (OpenAI/Cohere), JWT auth, per-user knowledge bases, Prometheus metrics.

FastAPI React Qdrant pgvector Docker

Paste any public GitHub repo → architecture summary, interactive dependency graph (files → classes → functions), hybrid static + LLM bug detection, refactoring diffs and RAG Q&A with citations. Clean Architecture, Celery workers, WebSocket progress.

FastAPI React ChromaDB Celery Redis

Arabic poetry LLM. QLoRA fine-tune (NF4, r=16) of Qwen2.5-1.5B-Instruct on an Ashaar-based instruction set (10 themes) using a single T4. Published on Hugging Face with a streaming Gradio demo Space.

QLoRA PEFT/TRL Gradio Hugging Face

Open reference notebook, 16 sections: from-scratch affine/group-wise quantization, GPTQ, AWQ, GGUF K-quants, NF4/LLM.int8, HQQ, SmoothQuant, KV-cache, QLoRA, QAT. Benchmarked on size, Wikitext-2 perplexity, tokens/s and peak VRAM.

PyTorch bitsandbytes GPTQ AWQ llama.cpp

Config-driven pipeline on 568K transactions: leakage audit (dropped an ID feature with r≈0.86), stratified 5-fold CV, metric-based quality gates (PR-AUC, min precision/recall) across LR / RF / XGBoost. MLflow registry, FastAPI + Pytest, Docker, ONNX export + inference benchmark.

scikit-learn XGBoost MLflow ONNX FastAPI

⌨️ yctl-cli

Personal AI engineer CLI for Ubuntu: scaffolds NLP/CV/ML projects, inspects datasets (CSV, Excel, JSON, Parquet) and diagnoses Python/CUDA/GPU health.

Python CLI

🧩 More Projects

Project What it does Stack
💊 PharmaSaaS Multi-tenant pharmacy platform: inventory, orders, prescriptions with branch-level data isolation FastAPI React 19 PostgreSQL
🔧 CadArena DXF Viewer Companion viewer for CadArena DXF outputs Web
🛰️ Aether Analytics NASA Space Apps 2025 (2-person team): automated retrieval, cleaning and visualization of NASA earth/space datasets Python Data Viz
🎙️ Speech Emotion Recognition CNN classifier for emotion in audio using MFCC/spectrogram features CNN Kaggle
🫁 Pneumonia X-ray Classifier MobileNetV2 transfer learning + Gradio app TensorFlow Gradio
⚡ Big Data with PySpark Customer segmentation + Kaggle TPS Apr-2021 baseline PySpark
🔍 Vector DB Search Semantic and image search with Pinecone and Qdrant Pinecone Qdrant
🧭 AI Search Algorithms Hill Climbing, Simulated Annealing, UCS, IDFS, maze game with AI search Python
📊 Dash Dashboard · 🖼️ Image Processing GUI Data-visualization dashboard and image-processing desktop GUI Dash Python

🔗 All repos: github.com/Youssefx64?tab=repositories


🛠️ Tech Stack

Languages Python TypeScript Go SQL
GenAI / LLM OpenAI Claude LangChain Hugging Face Ollama
ML / DL PyTorch TensorFlow scikit-learn ONNX
Backend / Infra FastAPI Docker PostgreSQL MongoDB
Vector DBs Qdrant pgvector FAISS ChromaDB
NLP spaCy NLTK Transformers
Frontend Next.js React Tailwind
MLOps MLflow Prometheus Grafana DVC GitHub Actions
Tools Git GitHub VS Code Linux

Also: Hugging Face (Transformers, PEFT, TRL) · RAGAS · Langfuse · Locust · BentoML · BM25 / RRF / reranking · GPTQ / AWQ / GGUF · vLLM · TorchServe · Celery · Redis · WebSockets · JWT


📊 GitHub Activity

GitHub Streak Contribution snake
Profile overview Activity and community
Repositories Languages
Contribution calendar

🎓 Education

B.Sc. in Artificial Intelligence & Data Science, Faculty of Computers & AI, Beni-Suef National University (Oct 2022 – Jul 2026)

  • 🏆 Graduation Project: CadArena, score A+ (99%)
  • 📖 Machine Learning · Deep Learning · NLP · Computer Vision · Big Data · Data Structures & Algorithms · AI Search

💼 Experience

Role Organization Period
Backend AI Engineer Intern FlyRank AI (Remote) Jun 2026 – Oct 2026
Founder & Team Lead CadArena (Capstone) Sep 2025 – Jun 2026
AI/ML Intern (ML, CV & NLP tracks) National Telecommunication Institute (NTI) Dec 2024 – Sep 2025
AI & LLMs Instructor Self-Employed, Remote Oct 2025 – Nov 2025
Big Data Engineer Intern Huawei Aug 2025
Data Engineer Trainee Digital Egypt Pioneers Initiative (DEPI) Jun 2024 – Sep 2024
AI Fundamentals Trainee Zewail City of Science and Technology Aug 2023 – May 2024

🏅 Certifications

AWS Certified AI Practitioner · NVIDIA · Building LLM Applications With Prompt Engineering · NVIDIA DLI · Generative AI · NVIDIA · AI for All · Stanford & DeepLearning.AI · Supervised ML · Oracle OCI 2025 AI Foundations Associate · NTI · NLP · NTI · Deep Learning · Microsoft Data Engineer (DEPI) · Huawei Big Data Associate · Google · Build with AI · NASA Space Apps Challenge 2025


🤝 Open to AI engineering roles, collaborations, and interesting problems

LinkedIn · Portfolio · Email · Medium

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  1. NutriAI NutriAI Public

    A Retrieval-Augmented Generation (RAG) based multilingual chatbot specialized in nutrition & diet planning. It combines powerful NLP models with a curated nutrition knowledge base to provide person…

    Python 5

  2. Maze-Game-with-Ai-Search-strategies Maze-Game-with-Ai-Search-strategies Public

    Maze Game with Ai Search strategies With python

    Python 4

  3. AI-Codebase-Understanding-Engine AI-Codebase-Understanding-Engine Public

    TypeScript 1

  4. PharmaSaaS PharmaSaaS Public

    TypeScript 1

  5. fraud-detection-mlops fraud-detection-mlops Public

    An end-to-end Machine Learning and MLOps project for credit card fraud detection, designed with production-oriented practices across data ingestion, validation, preprocessing, model training, exper…

    Python

  6. llm-quantization-cookbook llm-quantization-cookbook Public

    🧮 A practical, hands-on master reference and empirical benchmark for modern LLM quantization techniques (GPTQ, AWQ, GGUF, bitsandbytes, HQQ, SmoothQuant, QLoRA, and from-scratch).

    Jupyter Notebook 1 1