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BC_CNN_PyTorch

Create a CNN model for breast cancer image classification

Here, we will use the kaggle breast histopathological images (Invasive Ductal Carcinoma) as inputs to train a simple CNN model for a binary classification task (IDC_positive vs IDC_negative)

Create a simple Convolutional Neural Networks to classify breast cancer status (IDC)

  • Download and load IDC data
  • Create train and test set in PyTorch format
  • Construct a simple CNN model
  • Train the model
  • Evaluate the model performances

Download Breast Histopathology Images

From: https://www.kaggle.com/datasets/paultimothymooney/breast-histopathology-images

Cited:https://pubmed.ncbi.nlm.nih.gov/27563488/

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Create a CNN model for breast cancer image classification

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