Skip to content
View sayedmohamedscu's full-sized avatar

Block or report sayedmohamedscu

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
sayedmohamedscu/README.md

Hi there, I'm Elsayed Mohamed πŸ‘‹

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

LinkedIn Medium Hugging Face Website Email


profile views


πŸš€ 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 β€” from problem definition and architecture, through model selection and on-premise deployment β€” 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
  • πŸ₯ Previously: Led the AI team at PaxeraHealth, owning the technical direction of medical GenAI and computer-vision products
  • πŸŽ“ BSc. Electronics & Communications Engineering (2021)
  • πŸ“ Location: Abu Dhabi, UAE
  • πŸ”§ Focus: AI Platforms & Infrastructure, Agentic Systems, VLMs, 3D Medical Segmentation, RAG & GraphRAG, Voice AI
  • πŸ”¬ Research: WiFi Sensing (CSI), Deep Learning, Edge AI

πŸ’Ό 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

πŸ› οΈ 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 (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

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

πŸ”¬ Research & Innovation

πŸ† Blaze-Wi Research Project β€” 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.

πŸ“š Featured Technical Articles

I write about advanced AI implementation on Medium.

Medium


πŸ’Ό 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 β€” 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-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 16

  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 3