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sayedmohamedscu/README.md

Hi there, I'm Elsayed Mohamed 👋

Senior AI Engineer | GenAI & LLMs | Computer Vision | Medical & Multimodal AI

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🚀 About Me

I'm a Senior AI Engineer with 6+ years of experience building production AI systems across medical imaging, computer vision, generative AI, and multimodal applications.

I focus on the full lifecycle — from problem definition and architecture, through model selection and on-premise deployment — turning ambiguous problems into reliable, cost-efficient AI platforms that reach real users.

  • 🧭 Currently: Senior AI Engineer at the Abu Dhabi Executive Office (ADEO), delivering strategic AI programs end-to-end
  • 🏥 Previously: Led the AI team at PaxeraHealth, owning the technical direction of medical GenAI and computer-vision products
  • 🎓 BSc. Electronics & Communications Engineering (2021)
  • 📍 Location: Abu Dhabi, UAE
  • 🔧 Focus: AI Platforms & Infrastructure, Agentic Systems, VLMs, 3D Medical Segmentation, RAG & GraphRAG, Voice AI
  • 🔬 Research: WiFi Sensing (CSI), Deep Learning, Edge AI

💼 Professional Experience

CompanyRoleDurationFocus
Abu Dhabi Executive Office (ADEO)Senior AI EngineerMar 2026 - PresentGenAI Platforms, Voice AI, Computer Vision, AI Enablement
PaxeraHealthAI Team LeadNov 2023 - Feb 2026Medical GenAI, 3D Segmentation, RAG & VLMs, MLOps, On-Prem AI Infra
DevisionXSenior CV EngineerMar 2023 - Oct 2024AutoML Pipelines, SAM Integration, Vision Transformers
PassAppComputer Vision EngineerJun 2022 - Feb 2023Face Matching, LPR, Mobile Edge Deployment
PxivisionCo-founder / ML EngineerJan 2021 - Sep 2023Custom OCR & Access-Control Solutions
DevisionXCV EngineerJul 2020 - Nov 2020Object Detection (YOLO), Early AutoML Research

🛠️ Technical Expertise

AI/ML Frameworks & Tools

PyTorchTensorFlowHugging FaceOpenCVScikit-Learn

GenAI & LLM Stack

  • LLMs & VLMs: Llama 3, Qwen, Mixtral, Phi, MedGemma, PaliGemma, Florence-2
  • Serving & Inference: vLLM, SGLang, llama.cpp, Ollama
  • Fine-tuning: LLaMA-Factory, Unsloth, PEFT/LoRA
  • Audio / ASR: Whisper, Parakeet, speech-to-speech pipelines
  • Vector & Graph DBs: FAISS, Chroma, Pinecone; Neo4j (knowledge graphs, GraphRAG)
  • Agents & RAG: Agent harnessing (routing, tool-calling, guardrails, multi-agent orchestration); CrewAI, LangChain, LlamaIndex; RAG & GraphRAG

Computer Vision

YOLO

  • Detection & Segmentation: YOLO (v3–v11), RT-DETR, Mask R-CNN, UNet, nnU-Net
  • Foundation Models: SAM/SAM2, DINOv1–v3, CLIP, SigLIP, ViT
  • Libraries: Ultralytics, OpenCV, SAHI, Tesseract / PaddleOCR

Cloud, MLOps & Infrastructure

AWSGCPDockerFastAPIKubernetes

  • On-premise GPU inference infrastructure, model serving, and deployment strategy
  • Edge & Optimization: NVIDIA Jetson, MIG, ONNX

Medical AI Specialization

  • 3D Processing: MONAI, VTK, ITK, Open3D
  • Medical Standards: DICOM, NIfTI
  • Segmentation: SAM, SAM2, nnU-Net, custom 3D CNNs

🔬 Research & Innovation

🏆 Blaze-Wi Research ProjectWiFi Sensing & Deep LearningResearch Paper

  • Objective: Replace invasive cameras with WiFi signals (CSI) for privacy-preserving sensing.
  • Outcome: Achieved 99.3% accuracy in gait recognition on the Widar 3.0 dataset.
  • Impact: Built real-time intrusion detection and indoor localization systems using Deep Learning and Flutter.

📚 Featured Technical Articles

I write about advanced AI implementation on Medium.

Medium


💼 Professional Portfolio Note

Note: Most of my work involves proprietary software for enterprise, medical, and government AI, so it is not publicly available. My public repositories showcase research experiments, open-source contributions, and educational tutorials.

Selected Work (high-level):

  • AI Recruitment Platform: End-to-end hiring pipeline — from CV ingestion to AI-assisted video-interview analysis and evidence-based candidate comparison.
  • Voice-to-Voice Screening Agent: Near-real-time interview agent with a routed multi-agent design and guardrails, built on self-hosted LLMs served on H200 GPUs.
  • Medical 3D Segmentation: Production APIs for multi-organ and tumor segmentation with optimized low-latency inference.
  • EraBot: Agentic RAG + VLM assistant for clinical/radiology workflows.
  • AutoML Vision Platform: Automated computer-vision model training and annotation tooling.

🤝 Let's Connect!

Open to collaborations on Medical AI, LLMs, Computer Vision, and AI Platforms.

Pinned Loading

  1. Vision-language-models-VLMVision-language-models-VLMPublic

    vision language models finetuning notebooks & use cases (Medgemma - paligemma - florence .....)

    Jupyter Notebook 64 15

  2. VQGANVQGANPublic

    Vector-Quantized Generative Adversarial Networks

    Python 10 1

  3. DinoV3-visualization-applicationsDinoV3-visualization-applicationsPublic

    Dinov3 exploration (use cases & capabilities )

    Jupyter Notebook 17

  4. YOLOv8-Door-detection-for-visually-impaired-peopleYOLOv8-Door-detection-for-visually-impaired-peoplePublic

    YOLOv8 model for Door detection for visually impaired people

    Jupyter Notebook 20 2

  5. Zindi_colabZindi_colabPublic

    Download Zindi's compositions datasets directly to google colab

    Jupyter Notebook 14 3