guides_master.py

KT_GUIDES_MASTER = {
    'path': 'keras_tuner/',
    'title': 'Hyperparameter Tuning',
    'toc': True,
    'children': [
        {
            'path': 'getting_started',
            'title': 'Getting started with KerasTuner',
        },
        {
            'path': 'distributed_tuning',
            'title': 'Distributed hyperparameter tuning with KerasTuner',
        },
        {
            'path': 'custom_tuner',
            'title': 'Tune hyperparameters in your custom training loop',
        },
        {
            'path': 'visualize_tuning',
            'title': 'Visualize the hyperparameter tuning process',
        },
        {
            'path': 'tailor_the_search_space',
            'title': 'Tailor the search space',
        },
    ]
}

GUIDES_MASTER = {
    'path': 'guides/',
    'title': 'Developer guides',
    'toc': True,
    'children': [
        {
            'path': 'functional_api',
            'title': 'The Functional API',
        },
        {
            'path': 'sequential_model',
            'title': 'The Sequential model',
        },
        {
            'path': 'making_new_layers_and_models_via_subclassing',
            'title': 'Making new layers & models via subclassing',
        },
        {
            'path': 'training_with_built_in_methods',
            'title': 'Training & evaluation with the built-in methods',
        },
        {
            'path': 'customizing_what_happens_in_fit',
            'title': 'Customizing what happens in `fit()`',
        },
        {
            'path': 'writing_a_training_loop_from_scratch',
            'title': 'Writing a training loop from scratch',
        },
        {
            'path': 'serialization_and_saving',
            'title': 'Serialization & saving',
        },
        {
            'path': 'writing_your_own_callbacks',
            'title': 'Writing your own callbacks',
        },
        # {
        #     'path': 'writing_your_own_metrics',
        #     'title': 'Writing your own Metrics',
        # },
        # {
        #     'path': 'writing_your_own_losses',
        #     'title': 'Writing your own Losses',
        # },
        {
            'path': 'preprocessing_layers',
            'title': 'Working with preprocessing layers',
        },
        {
            'path': 'working_with_rnns',
            'title': 'Working with recurrent neural networks',
        },
        {
            'path': 'understanding_masking_and_padding',
            'title': 'Understanding masking & padding',
        },
        {
            'path': 'distributed_training',
            'title': 'Multi-GPU & distributed training',
        },
        # {
        #     'path': 'tpu_training',
        #     'title': 'Training Keras models on TPU',
        # },
        {
            'path': 'transfer_learning',
            'title': 'Transfer learning & fine-tuning',
        },
        # {
        #     'path': 'hyperparameter_optimization',
        #     'title': 'Hyperparameter optimization',
        # },
        {
            'path': 'training_keras_models_on_cloud',
            'title': 'Training Keras models with TensorFlow Cloud',
        },
        KT_GUIDES_MASTER,

        # TODO: mixed precision
    ]
}