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Azkarehman/README.md

Hi, I’m Azka 👋

AI researcher working at the intersection of deep learning, computer vision, and medical imaging.

I have hands-on experience building and deploying AI systems for:

  • Medical image segmentation, detection, and classification
  • Opportunistic disease screening and risk stratification (CVD, oncology)
  • CT, X-ray, MRI, and ultrasound analysis using deep learning

My research focuses on translating theory into practice—developing
data-efficient, scalable, and clinically meaningful models.

I’ve worked across the full pipeline, from model design and experimentation
to real-world deployment (DICOM workflows, APIs, end-to-end systems).

Most repositories here contain research code, experiments, and reproducible pipelines supporting published and ongoing work.


🔬 Research Interests

  • Medical image analysis and representation learning
  • Weakly supervised & foundation-model-based learning
  • Survival analysis and imaging-based risk prediction
  • Model interpretability and robustness in healthcare AI

🛠 Tools & Frameworks

Python · PyTorch · TensorFlow · Keras · FastAI
OpenCV · SimpleITK · Scikit-image · Pydicom
Linux · Docker · Git · REST APIs


📫 Connect

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  1. Lung-Nodule-Segmentation Lung-Nodule-Segmentation Public

    1 1

  2. MESAHA-Net MESAHA-Net Public

    Python 1

  3. -KL-Grade-Classification-in-Knee-Xray-Images- -KL-Grade-Classification-in-Knee-Xray-Images- Public

    KL Grade Classification using Knee Xray Images

    Jupyter Notebook 1

  4. MAXedNet MAXedNet Public

    Jupyter Notebook 1

  5. SDS-MSA-Net SDS-MSA-Net Public

    A fully automatic method called Selective Deeply Supervised Multi-Scale Attention Network (SDS-MSA-Net) for segmenting brain tumor regions using a multi-scale attention network with novel Selective…

    Python 1

  6. Liver-Tumor-Segmentation Liver-Tumor-Segmentation Public