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ziad0nassif/README.md
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👋 Hi, I'm Ziad Nassif

Systems & Biomedical Engineering Student | AI Enthusiast | Healthcare Tech Passionate

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🎓 About Me

I'm a Systems and Biomedical Engineering student at Cairo University (with a deep passion for leveraging Artificial Intelligence and Machine Learning to solve real-world problems — spanning healthcare, Arabic language technology and computer vision.

My journey combines engineering precision with data science creativity. Recent work includes:

  • 🏥 Medical Imaging — chest X-ray denoising & synthetic generation
  • 🌍 Arabic NLP — sentiment analysis, dialect classification & conversion (LLMs + STT/TTS)
  • 🧬 Physics-Informed Neural Networks for biomedical / cell-fate modeling
  • 📄 Document AI — table detection, structure recognition & OCR pipelines
  • 🏃 3D Pose & Skeletal Tracking for sports analytics

💻 Technical Skills

Languages & Frameworks

Python C++ Java SQL PyTorch TensorFlow Keras Scikit-Learn OpenCV FastAPI Hugging Face

Specialized Skills

  • Machine Learning & Deep Learning: Transfer Learning, Fine-tuning, PINNs, GANs, Focal Loss, Semi-Supervised Learning (Pseudo-labeling), Grad-CAM, SVM
  • NLP & LLMs: Transformers (BERT, MARBERTv2), TrOCR, DETR, Table Transformer (TATR), Prompt Engineering, Multi-label Classification, Arabic NLP
  • Computer Vision: Object Detection, Instance Segmentation, Multi-Object Tracking, OCR, Document AI, 3D Pose Estimation, Skeletal Tracking, Image Denoising
  • Tools & Infrastructure: Git, GitHub, GPU/CUDA, Model Deployment, SciPy, Linux

📊 GitHub Stats

GitHub Streak

Visitor Count

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  1. stemcell-pinns-solver stemcell-pinns-solver Public

    Forked from SiefEldinSameh/stem-cell-pinns-project

    Physics-Informed Neural Network (PINN) model for simulating stem cell dynamics governed by PDEs.

    Jupyter Notebook

  2. Chest-XRay-Denoising Chest-XRay-Denoising Public

    Denoising pediatric chest X-rays using Attention U-Net and SharpXR-inspired models based on the SharpXR paper.

    Jupyter Notebook

  3. Pix2Pix-based-Synthetic-Chest-X-Ray-Generation-from-Lung-Segmentation-Masks Pix2Pix-based-Synthetic-Chest-X-Ray-Generation-from-Lung-Segmentation-Masks Public

    This project applies a Pix2Pix conditional GAN to generate realistic chest X-ray images from lung segmentation masks. Trained on the COVID-19 Radiography Database, the model learns the mapping betw…

    Jupyter Notebook

  4. transformer-from-scratch-pytorch transformer-from-scratch-pytorch Public template

    A faithful PyTorch implementation of the Transformer architecture introduced in “Attention Is All You Need” (Vaswani et al., 2017).

    Python