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Islam-hady9/README.md

Hi 👋, I'm Islam Abd-Elhady

AI/ML Engineer | LLM Systems, Generative AI, and MLOps


AI/ML Engineer with 2+ years of experience designing and deploying production-grade LLM systems, RAG pipelines, and multi-agent architectures serving thousands of concurrent users.
Specialized in LLMOps, MLOps, GPU optimization, and scalable microservices on AWS, Azure, and Kubernetes.
Delivered systems that cut design cycles by 90%, reduced GPU memory usage by 40%, and sustained high-throughput inference across distributed workloads.


🔹 Core Expertise

  • 🧠 LLM Systems & Agents — RAG pipelines, multi-agent orchestration, prompt engineering, guardrails (LangChain, LangGraph, LlamaIndex)
  • ⚙️ MLOps & LLMOps — model deployment, inference optimization, CI/CD, observability, distributed tracing
  • 🎨 Generative AI — LLM fine-tuning (LoRA, PEFT, QLoRA), Stable Diffusion, SDXL, diffusion pipelines
  • 🚀 Scalable Infrastructure — FastAPI, WebSocket, Docker, Kubernetes, Redis, Celery, microservices architecture
  • 🧮 GPU Optimization — xFormers, ONNX, TensorRT, quantization, mixed-precision inference, CUDA

🚀 Current Work

  • Zedny INC (Cairo, Egypt) — AI & DevOps Engineer architecting production AI platforms on microservices, delivering scalable LLM inference across distributed GPU clusters with 99.9% uptime, end-to-end MLOps/LLMOps pipelines, and Kubernetes-based autoscaling.
  • VEEM Solutions (Saudi Arabia) – Developing a large multi-agent system with RAG, tools, templates, and scalable deployment; building the next evolution of brand intelligence (Shrwd.ai).
  • Freelance — Delivered 10+ RAG systems, multi-agent architectures, and real-time voice assistants deployed on Azure, AWS, and SaladCloud.

🏆 Recent Highlights

  • Built the DataOps LLM Engine — an LLM-powered data operations engine with a 7-layer security architecture (AST validation, sandboxed execution, audit logging) enabling natural-language interaction with Excel, CSV, and pandas DataFrames.
  • Architected a large-scale multi-agent LLM system at Shrwd.ai with dynamic tool orchestration, improving answer relevance by 40% and reducing hallucinations by 50%.
  • Fine-tuned Stable Diffusion with LoRA for NFT Wear AI, compressing design cycles from 4+ hours to under 5 minutes (95% reduction).

📄 My CV

📥 Download CV (PDF)
🌐 GitHub Pages CV site


📧 Connect with me

LinkedIn Gmail Facebook GitHub


🛠️ Tech Stack

  • Languages: Python, C/C++, Java, C#, Go, Bash, SQL
  • LLMs & GenAI: LangChain, LangGraph, LlamaIndex, Hugging Face Transformers, Diffusers, LiteLLM, OpenAI, Anthropic, Google Gemini
  • ML & DL: PyTorch, TensorFlow, scikit-learn, Stable Diffusion, SDXL, CLIP, DINOv2, SAM, faster-whisper
  • Vector DBs & Retrieval: FAISS, Qdrant, Chroma, Pinecone, hybrid retrieval, re-ranking
  • MLOps & LLMOps: CI/CD, model versioning, observability, xFormers, ONNX, TensorRT, quantization
  • Cloud & Infra: AWS (EC2 g5.x GPU, S3, IAM), Azure (VMs, Container Apps), SaladCloud, Docker, Kubernetes, Helm, GitHub Actions
  • Backend: FastAPI, WebSocket, REST/Async APIs, Redis, Celery, microservices, distributed systems

💻 Languages & Tools

Python C++ C Java C# Go Bash SQL

🤖 AI / ML / LLM

PyTorch TensorFlow Keras scikit-learn Hugging Face LangChain LangGraph LlamaIndex OpenAI Anthropic Gemini FAISS OpenCV ONNX TensorRT

⚙️ Backend & Infrastructure

FastAPI Flask Redis Docker Kubernetes AWS Azure SaladCloud GitHub Actions Git Linux MySQL


📊 GitHub Stats

GitHub Streak

Profile Summary

Repos per Language Most Commit Language
Stats Productive Time

Contribution Graph

Profile views Followers

Pinned Loading

  1. dataops-llm-engine dataops-llm-engine Public

    DataOps LLM Engine

    Python

  2. deep-cuda deep-cuda Public

    Image Classification with CNN in CUDA C++

    Jupyter Notebook

  3. application-to-help-the-blind-eyes-mate application-to-help-the-blind-eyes-mate Public

    EyesMate is a graduation project designed to assist visually impaired individuals using advanced machine learning technologies.

    Jupyter Notebook 1 3

  4. SmartAI_CustomerSupport SmartAI_CustomerSupport Public

    Smart Customer Support Assistant

    Jupyter Notebook 1

  5. Generative-AI-Models Generative-AI-Models Public

    Generative AI Models is a comprehensive repository dedicated to the implementation of cutting-edge generative AI models using Python. It features various models, including those for image captionin…

    Jupyter Notebook 2

  6. BrainTumorDetection-API BrainTumorDetection-API Public

    Brain Tumor Detection using CNN & FastAPI.

    Jupyter Notebook 2