I'm a Senior AI Engineer with 5+ years of experience delivering end-to-end machine learning solutions across medical imaging, computer vision, natural language processing, and cloud-based AI platforms. Currently working at PaxeraHealth (Boston, MA), specializing in advanced medical AI solutions.

• 🎓 BSc. Electronics & Communications Engineering (July 2021)
• 📍 Location: Cairo, Egypt
• 🏥 Specialization: Medical AI, 3D Segmentation, Computer Vision
• 🔬 Research Focus: WiFi Sensing, Deep Learning, Applied AI

Senior AI Engineer at PaxeraHealth (Nov 2023 - Present)

• Architecting fast 3D tumor segmentation solutions (kidney, tumor, pancreas, colon)
• Developing Vision Language Models (VLM) pipelines for EraBot
• Fine-tuning SOTA vision transformers for medical imaging (X-ray, OCT)
• Building end-to-end deployment pipelines on GCP and AWS

🏆 Blaze-Wi Research Project - WiFi Sensing & Deep Learning

• Constructed Wi-Fi sensing-based applications using deep learning
• Achieved 99.3% accuracy in gait recognition on Widar 3.0 dataset
• Developed intrusion detection and indoor localization systems
• Built the Blaze_Wi network, inspired by Google's BlazeFace

• Serving: VLLM, SGLang
• Fine-tuning: LLaMA-Factory, Unsloth, Hugging Face
• Vector DBs: FAISS, Chroma, Pinecone
• Agents: CrewAI, LangChain, LlamaIndex, MCP

• 3D Processing: VTK, ITK, Monai, Open3D
• Medical Data: DICOM, NIfTI
• Segmentation: SAM, SAM2, Custom 3D Models
• Vision-Language Models: PaliGemma, LLAVA, Florence-2, CXR-GPT

• 🏥 Medical AI: Built SOTA 3D tumor segmentation with 1.2-2 sec inference time
• 🤖 AutoML: Developed Tuba AutoML platform for computer vision
• 🚗 Smart Access: Created comprehensive license plate recognition systems
• 📱 Mobile AI: Deployed ML solutions on iOS and Flutter applications
• 🔊 Real-time AI: Fine-tuned Whisper for real-time speech-to-text via WebSocket

• Healthcare & Medical Imaging 🏥
• FinTech & Digital Identity 💳
• Industry 4.0 & Automation 🏭
• Robotics & Avionics 🤖
• Smart Access Control 🔐

Featured Technical Articles:

🏥 Fine-Tuning MedGemma 4B on Free Colab (Jul 5, 2025)

• Comprehensive guide to fine-tuning Google's MedGemma 4B vision model for medical AI applications

🎯 Florence-2 VLM Fine-tuning on Custom Dataset (Sep 14, 2024)

• Step-by-step tutorial for fine-tuning Microsoft's Florence-2 Vision-Language Model on Google Colab

🔬 Finetune PaliGemma Vision Language Model on Google Colab (Sep 9, 2024)

• Complete guide to fine-tuning Google's PaliGemma VLM for custom vision-language tasks

📄 Paper Review: Vision Transformers Need Registers (Oct 4, 2023)

• In-depth analysis of Meta & Inria's groundbreaking paper on Vision Transformer artifacts

🚪 Training YOLOv8 On Your Own Dataset: Door Detection for the Visually Impaired (Dec 16, 2024)

• Practical tutorial building accessible AI solutions using YOLOv8 for social impact

Note: Most of my work involves proprietary software and is not publicly available due to the nature of enterprise and medical AI projects. My public repositories showcase selected personal projects and research experiments, while my primary contributions are in private industry codebases at companies like PaxeraHealth, Devisionx, and previous startups.

Key Professional Projects (Private/Proprietary):

• 🏥 Medical 3D Segmentation Systems - Production-ready tumor segmentation 2D & 3D APIs
• 🤖 EraBot VLM/LLM Pipeline - Complete vision-language model architecture and full chatbot to assit radiologists
• 🚗 Smart Access Control Systems - End-to-end license plate/ID/Face recognition
• 🔧 Tuba AutoML Platform - Enterprise computer vision automation

I'm always interested in collaborating on innovative AI projects, especially in:

• Medical AI and Computer Vision
• Applied Machine Learning
• AutoML and MLOps
• Arabic /MultiLingual NLP and OCR
• WiFi Sensing Applications

Feel free to reach out for collaborations, consultations, or just to discuss the latest in AI!

"Building intelligent systems that scale and deliver real business value"