Amazon Web Services
AWS Certified AI Practitioner
Career & Background
Experience
Work Experience
10 positions in AI Engineering, RAG Systems, LLMs & MLOps
7 Orgs 1 Active Role 3+ Yrs Exp
Founder & Team Lead
FounderCadArena, Capstone Project, Beni-Suef National University
Beni-Suef, Egypt (Remote)
Sep 2025 – Jun 2026Span: 10 mos
"Developing production-grade text classification, semantic search, and LLM fine-tuning pipelines."
Key Responsibilities & Impact
- Led a student team and personally built most of the platform: an LLM pipeline that turns Arabic/English prompts into architectural floor plans exported as DXF; graduated with A+ (99%).
- Built an architectural quality gate enforcing Egyptian Building Code (EBC 2023) rules (room minimums, forbidden adjacencies, corridor limits) and a RAG module with 5 document parsers (PDF, DXF, IFC, CSV, XLSX), a knowledge graph and extraction/validation agents.
- Shipped v2.0.0: 255 commits, 40+ API endpoints, 30+ React components, 120+ tests, Docker deployment, live on Vercel; estimated 85–90% faster than manual CAD drafting.
Technologies & Core Competencies
LLMsCAD AutomationPythonFastAPIRAGDXF GenerationReactDockerWebSocketsPostgreSQL
Education
Bachelor's degree, Artificial Intelligence and Data Science
Beni-Suef National University
Beni-Suef, Egypt
Built a strong academic foundation in Artificial Intelligence and Data Science, combining rigorous theoretical knowledge with extensive hands-on engineering experience across Machine Learning, Deep Learning, NLP, Computer Vision, Information Retrieval, Big Data Analytics, Distributed Systems, Software Engineering, and AI Mathematics. Throughout the program, developed, implemented, and evaluated intelligent systems while applying research-driven methodologies to solve real-world problems. This academic journey culminated in CadArena, an AI-powered platform that integrates LLMs, Retrieval-Augmented Generation (RAG), and CAD automation to generate engineering drawings from natural language, achieving A+ (99%) in the Capstone Project.
- Grade: Excellent
- Graduation Project: CadArena — LLM-powered system translating natural language into DXF CAD drawings (Awarded A+ / 99%)
- Activities: AI Engineering Projects, Open-Source Learning, Research & Innovation, Football, Chess
Certifications
Manara Tech & AWS
Manara Tech — AWS AI Practitioner Fellowship
Oracle University
Oracle Cloud Infrastructure 2025 Certified AI Foundations Associate
NVIDIA Deep Learning Institute
Building LLM Applications With Prompt Engineering
NVIDIA DLI / ITI
Generative AI Summer Training Program (Beginner Level)
NVIDIA Academy
AI for All: From Basics to GenAI Practice
NVIDIA Deep Learning Institute
Getting Started with Deep Learning
Anthropic
AI Fluency: AI Capabilities & Limitations
DeepLearning.AI / Stanford
Supervised Machine Learning: Regression and Classification
NTI & ITIDA
Natural Language Processing (NLP) Summer Training
Digital Egypt Youth Program
Deep Learning
DataCamp
Working with Llama 3
DataCamp
Introduction to AI Agents
DataCamp
Understanding Prompt Engineering
Google for Developers & ITI
Build with AI Masr Edition
NASA Space Apps Cairo
NASA Space Apps Challenge Participant
Digitopia
Digitopia Innovation & Technology Certification
Digital Egypt Pioneers Program
AI & Data Science — Microsoft Data Engineer
Digital Egypt Pioneers Program
Business English Track
NTI-Huawei Egyptian Talent Academy
Huawei Big Data Associate
Huawei ICT Academy
HCIA — Big Data V3.5
KodeKloud
Docker For Absolute Beginners
KodeKloud
Linux For Absolute Beginners
KodeKloud
PyTorch
DataCamp
Introduction to Shell
DataCamp
Introduction to Docker
DataCamp
Software Engineering Principles in Python
DataCamp
Intermediate Git
DataCamp
Introduction to Git
DataCamp
Introduction to SQL
DataCamp
Introduction to Deep Learning with PyTorch
Kaggle
Computer Vision
Kaggle
Introduction to Machine Learning
Kaggle
Introduction to Deep Learning
Cisco Networking Academy
Introduction to Cybersecurity
Unihance
Programming in C++
Unihance
Excel Formulas Essential Training
Unihance
Microsoft Word Masterclass Training
ITI Mahara-Tech
Python Programming Basics
Almdrasa
Git and GitHub
Udemy
Fundamental Course in Quantum Computing 2.0 (101 level)
ClimateScience
Causes Course
Researchly
Professional Diploma in Scientific Research
MLOps MENA Community
MLOps Practitioner Course
1 / 44 certificates
Languages
ArabicNative or bilingual proficiency
EnglishFull professional proficiency