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shamss778/README.md

Hey! I’m Shams


Focus Areas

  • Machine Learning • Deep Learning • Computer Vision
  • Image Processing • Applied AI Research • Video Processing • Object Detection
  • Cloud & MLOps (AWS, Docker, Kubernetes)

Projects

Occlusion Resilient Human Pose Estimation
This is an ongoing projoct, still implementing and comparing models for occlusion-robust pose estimation using Mean Teacher, ResNet101, and regularization with human pose priors.
Focused on unsupervised domain adaptation and visibility‑guided curriculum learning.

MRI Brain Image Generation
Designed a Deep Convolutional GAN for synthetic MRI brain data generation.
Optimized generator–discriminator structure for stable training and realistic medical image synthesis.

Deep Learning Face Detection Model at MODERERING
Built and trained a deep learning face detection model achieving 0.02 cross‑entropy loss and <4% mean absolute error, fine‑tuned on the MRCD dataset to handle face variation, with experiments deployed on AWS SageMaker.


Tech Toolkit

Programming: Python, MATLAB, C++, Bash
Frameworks & Libraries: PyTorch, OpenCV, scikit‑learn, NumPy, pandas, Matplotlib
ML Skills: CNNs, GANs, ResNet, Transformers, Transfer Learning platforms / Cloud: AWS SageMaker, Linux
Methodologies: Agile, Git‑based Development


📄 View my résumé (Google Drive)


Connect

📫 Email : shams.ben.mefteh5@gmail.com
💼 LinkedIn

Pinned Loading

  1. OR_Pose_Implementation OR_Pose_Implementation Public

    Python

  2. IoT-Security-with-Machine-Learning--Threat-Detection IoT-Security-with-Machine-Learning--Threat-Detection Public

    Forked from nbhf/Enhancing-IoT-Security-with-ML-Models-A-Focus-on-Inference-Time-in-Blockchain-Based-Networks

    Machine learning models for fast and accurate detection of cyber threat types in IoT network traffic—does not block or counter attacks.

    Python

  3. Brain-MRI-Synthesis Brain-MRI-Synthesis Public

    A simple implementation of Deep Convolutional Generative Adversarial Network (DCGAN) for generating images using PyTorch.

    Jupyter Notebook

  4. Therapedia Therapedia Public

    Forked from MeryemBenSalem/Therapedia

    A Mental Health Web App

    JavaScript