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GeezerVison is showing github.com โ€” sayedmohamedscu - Overview

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elsayed mohamed sayedmohamedscu

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Building ML solutions.
56 followers ยท 42 following
  • PaxeraHealth
  • Cairo
  • in/elsayed-mohamed-603509142
  • https://sayedmohamedscu.github.io/

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sayedmohamedscu/README.md

Hi there, I'm Elsayed Mohamed ๐Ÿ‘‹

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

LinkedIn Medium Hugging Face Website Email


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๐Ÿš€ 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 โ€” from problem definition and architecture, through model selection and on-premise deployment โ€” turning ambiguous problems into reliable, cost-efficient AI platforms that reach real users.

  • ๐Ÿงญ Currently: Senior AI Engineer at the Abu Dhabi Executive Office (ADEO), delivering strategic AI programs end-to-end
  • ๐Ÿฅ Previously: Led the AI team at PaxeraHealth, owning the technical direction of medical GenAI and computer-vision products
  • ๐ŸŽ“ BSc. Electronics & Communications Engineering (2021)
  • ๐Ÿ“ Location: Abu Dhabi, UAE
  • ๐Ÿ”ง Focus: AI Platforms & Infrastructure, Agentic Systems, VLMs, 3D Medical Segmentation, RAG & GraphRAG, Voice AI
  • ๐Ÿ”ฌ Research: WiFi Sensing (CSI), Deep Learning, Edge AI

๐Ÿ’ผ Professional Experience

Company Role Duration Focus
Abu Dhabi Executive Office (ADEO) Senior AI Engineer Mar 2026 - Present GenAI Platforms, Voice AI, Computer Vision, AI Enablement
PaxeraHealth AI Team Lead Nov 2023 - Feb 2026 Medical GenAI, 3D Segmentation, RAG & VLMs, MLOps, On-Prem AI Infra
DevisionX Senior CV Engineer Mar 2023 - Oct 2024 AutoML Pipelines, SAM Integration, Vision Transformers
PassApp Computer Vision Engineer Jun 2022 - Feb 2023 Face Matching, LPR, Mobile Edge Deployment
Pxivision Co-founder / ML Engineer Jan 2021 - Sep 2023 Custom OCR & Access-Control Solutions
DevisionX CV Engineer Jul 2020 - Nov 2020 Object Detection (YOLO), Early AutoML Research

๐Ÿ› ๏ธ Technical Expertise

AI/ML Frameworks & Tools

PyTorch TensorFlow Hugging Face OpenCV Scikit-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 (v3โ€“v11), RT-DETR, Mask R-CNN, UNet, nnU-Net
  • Foundation Models: SAM/SAM2, DINOv1โ€“v3, CLIP, SigLIP, ViT
  • Libraries: Ultralytics, OpenCV, SAHI, Tesseract / PaddleOCR

Cloud, MLOps & Infrastructure

AWS GCP Docker FastAPI Kubernetes

  • 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

๐Ÿ”ฌ Research & Innovation

๐Ÿ† Blaze-Wi Research Project โ€” WiFi Sensing & Deep Learning Research 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.

๐Ÿ“š Featured Technical Articles

I write about advanced AI implementation on Medium.

Medium

  • ๐Ÿฅ Fine-Tuning MedGemma 4B on Free Colab
    • Guide to fine-tuning Google's medical VLM for specialized diagnostic tasks.
  • ๐ŸŽฏ Florence-2 VLM Fine-tuning on Custom Dataset
    • Step-by-step tutorial for Microsoft's Florence-2 VLM.
  • ๐Ÿ”ฌ Finetune PaliGemma Vision Language Model
    • Complete guide to Google's PaliGemma for custom vision-language tasks.
  • ๐Ÿšช Training YOLOv8: Door Detection for the Visually Impaired
    • Building accessible AI solutions for social impact.

๐Ÿ’ผ 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 โ€” 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.

๐Ÿค Let's Connect!

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

Pinned Loading

  1. Vision-language-models-VLM Vision-language-models-VLM Public

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

    Jupyter Notebook 65 15

  2. VQGAN VQGAN Public

    Vector-Quantized Generative Adversarial Networks

    Python 10 1

  3. DinoV3-visualization-applications DinoV3-visualization-applications Public

    Dinov3 exploration (use cases & capabilities )

    Jupyter Notebook 17

  4. YOLOv8-Door-detection-for-visually-impaired-people YOLOv8-Door-detection-for-visually-impaired-people Public

    YOLOv8 model for Door detection for visually impaired people

    Jupyter Notebook 21 2

  5. Zindi_colab Zindi_colab Public

    Download Zindi's compositions datasets directly to google colab

    Jupyter Notebook 14 2

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