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MohamedSameh10/README.md

Mohamed Sameh Banner

👋 Hi, I'm Mohamed Sameh

AI Engineer with experience in computer vision, NLP, and end-to-end deep learning solutions.
I’ve worked extensively on healthcare-related AI projects, but I'm equally passionate about LLMs, generative AI, and real-world automation.


🛠️ Projects

  • Maxilla & Mandible Detection: Deep learning model on 3D CBCT data, custom CIOU loss, integrated into clinical pipeline.
  • Kidney Stone Detection App: YOLO + OpenCV, Streamlit web app for user interaction.
  • Face Recognition Tool: DeepFace embeddings + PyQT interface.
  • Chat With Your PDF App: Built a RAG-based app to query PDF content using LangChain and Groq ‎LLMs. Implemented history-aware question reformulation, FAISS-based retrieval, and real-time chat UI ‎with Streamlit. Used HuggingFace embeddings and sentence chunking for document parsing.‎
  • Mathematics Agent: Developed a math-focused AI assistant using LangChain’s ReAct agent framework and Groq-served Gemma2 LLM. Integrated numeric calculator and Wikipedia search tools, engineering prompts to enforce math-only behavior with polite refusal of unrelated queries.
  • House Price Prediction: ML model with Flask web deployment.
  • Stroke Prediction: SVM, KNN, RF on health data with full preprocessing.

⚙️ Tech Stack


📩 Connect with Me

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  1. Chat-With-PDF Chat-With-PDF Public

    Python

  2. Polyp_Segmentation_UNet Polyp_Segmentation_UNet Public

    Jupyter Notebook

  3. Mathematics-Agent Mathematics-Agent Public

    Python

  4. Kidney-Stones-Detection-App Kidney-Stones-Detection-App Public

    Python

  5. Home-Price-Prediction-App Home-Price-Prediction-App Public

    Jupyter Notebook