/breast-cancer-classification

Primary LanguageJupyter NotebookMIT LicenseMIT

Deep-learning-project

Link dataset

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

Structure directory

  • main
    • CNN.ipynb
    • Process_Data.ipynb
  • dataset
    • 8863/[0-1]
    • 10300/[0-1]
    • ...
  • train_data
    • X_train_1.hdf5
    • ...
  • test_data
    • X_test_1.hdf5
    • ...
  • valid_data
    • X_valid_1.hdf5
    • ...

Algorithms applied

  • Convolutional neural network

https://en.wikipedia.org/wiki/Convolutional_neural_network

Techniques applied

  • Augmentation
  • SMOTE

https://en.wikipedia.org/wiki/Oversampling_and_undersampling_in_data_analysis