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