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mostafabahaa25/README.md

💫 About Me:

I’m Mostafa Bahaa — a Machine Learning Engineer and Computer Engineering student passionate about building intelligent systems, experimenting with deep learning models, and solving real-world problems using AI.

My main focus areas are Computer Vision (CV) and Natural Language Processing (NLP). I work with PyTorch, TensorFlow, PyTorch Lightning, and I enjoy exploring fine-tuning techniques, efficient training workflows, and model optimization.

I’ve worked on projects including depth estimation, image classification, group activity recognition, video understanding, and building clean, scalable ML pipelines. I’m also interested in research and open-source contributions, especially in ecosystems like NumFOCUS and annotation tools like CVAT.

I aim to create ML systems that are accurate, efficient, reproducible, and ready for real-world deployment.

🌐 Socials:

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💻 Tech Stack:

C C++ Python PyTorch NumPy Scipy OpenCV Kubernetes Git GitHub Matplotlib LaTeX TensorFlow MySQL NumPy Matplotlib scikit-learn

📊 GitHub Stats:

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  1. hdtm-group-activity-recognition hdtm-group-activity-recognition Public

    Re-implementation and extension of the CVPR 2016 paper, “A Hierarchical Deep Temporal Model for Group Activity Recognition.” This project reproduces the original two-stage LSTM architecture in PyTo…

    Python

  2. Hierarchical-Relational-Networks-for-GARR Hierarchical-Relational-Networks-for-GARR Public

    Python

  3. depth_map_prediction_from_single_image depth_map_prediction_from_single_image Public

    This project is a reimplementation of the paper “Depth Map Prediction from a Single Image using a Multi-Scale Deep Network” by Eigen et al., . The work explores how deep convolutional neural networ…

    Python 1

  4. multi-modal_language_model_pali-gemma multi-modal_language_model_pali-gemma Public

    This project is my PyTorch reproduction of PaliGemma, a compact 3B vision–language model that integrates SigLIP vision features with a Gemma decoder. I implemented the full multimodal pipeline from…

    Python

  5. mediguide_MVP mediguide_MVP Public

    AI-powered accessibility app that helps blind and low-vision users manage medications safely. It uses image recognition, voice interaction, and AWS-based cloud verification to identify and confirm …

    TypeScript

  6. ziadnasser19/emotion-guided-inpainting ziadnasser19/emotion-guided-inpainting Public

    2 1