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params.yaml 706 B

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  1. root_dir: ./data
  2. data:
  3. download:
  4. subdir: raw
  5. url: https://storage.googleapis.com/mledu-datasets/cats_and_dogs_filtered.zip
  6. zip_file: cats_and_dogs_filtered.zip
  7. dataset:
  8. subdir: dataset
  9. val_test_split:
  10. val: 0.7
  11. test: 0.3
  12. train:
  13. batch_size: 32
  14. img_size: [160, 160]
  15. learning_rate: 0.0001
  16. subdir: train
  17. epochs:
  18. frozen: 10
  19. unfrozen: 15
  20. fine_tune_at: 100
  21. model:
  22. # Choose among available models in tf.keras.applications
  23. # See https://www.tensorflow.org/api_docs/python/tf/keras/applications
  24. backbone: tensorflow.keras.applications.ResNet50
  25. preprocess_input: tensorflow.keras.applications.resnet50.preprocess_input
  26. evaluate:
  27. subdir: evaluation
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