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MedicalImageAnalysisTutorials/DeepLearning4All

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DeepLearning4All

Colection of deep learning colab notebooks to be used as working examples for different tasks.

  • Image classification

    • Introduction to image classification with useful resources.
    • Practical example using MINSt and CIFAR10 datasets.
    • Tensorflow loops
    • Augmentation implementation
    • Logging and plotting implemttaion
    • Neural Network vs Concolutional Neural Network
  • Image segmentation

  • Image registeration

  • Object recognition

  • Object detection

  • CyclicGAN

    • Image to Image
    • Image enhancement
    • Image segmentation
    • Object detection

I will try to:

  • provide two popular implementation Pytorch and Tensorflow.
  • provide 2D and 3D examples.
  • links to useful resources.

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