• 简介
  • 起步
    • 下载及安装
    • 基本用法
  • 教程
    • MNIST 机器学习入门
    • 深入 MNIST
    • TensorFlow 运作方式入门
    • 卷积神经网络
    • 字词的向量表示
    • 递归神经网络
    • 曼德布洛特(Mandelbrot)集合
    • 偏微分方程
    • MNIST数据下载
  • 运作方式
    • 变量:创建、初始化、保存和加载
    • TensorBoard:可视化学习
    • TensorBoard:图表可视化
    • 读取数据
    • 线程和队列
    • 添加新的Op
    • 自定义数据读取
    • 使用gpu
    • 共享变量
  • 资源
    • BibTex 引用
    • 示例使用
    • FAQ
    • 术语表
    • Tensor排名、形状和类型
  • 其他
    • 相关资源
    • 个人学习心得
  • 2.0API DOC
    • tf
      • tf.AggregationMethod
      • tf.argsort
      • tf.batch_to_space
      • tf.bitcast
      • tf.boolean_mask
      • tf.broadcast_dynamic_shape
      • tf.broadcast_static_shape
      • tf.broadcast_to
      • tf.case
      • tf.clip_by_global_norm
      • tf.clip_by_norm
      • tf.clip_by_value
      • tf.concat
      • tf.cond
      • tf.constant
      • tf.constant_initializer
      • tf.control_dependencies
      • tf.convert_to_tensor
      • tf.CriticalSection
      • tf.custom_gradient
      • tf.device
      • tf.DeviceSpec
      • tf.Assert
      • tf.dynamic_partition
      • tf.dynamic_stitch
      • tf.edit_distance
      • tf.einsum
      • tf.ensure_shape
      • tf.executing_eagerly
      • tf.expand_dims
      • tf.extract_volume_patches
      • tf.eye
      • tf.fill
      • tf.fingerprint
      • tf.foldl
      • tf.foldr
      • tf.function
      • tf.gather
      • tf.gather_nd
      • tf.get_logger
      • tf.get_static_value
      • tf.grad_pass_through
      • tf.gradients
      • tf.GradientTape
      • tf.Graph
      • tf.group
      • tf.guarantee_const
      • tf.hessians
      • tf.histogram_fixed_width
      • tf.histogram_fixed_width_bins
      • tf.identity
      • tf.identity_n
      • tf.IndexedSlices
      • tf.IndexedSlicesSpec
      • tf.init_scope
      • tf.is_tensor
      • tf.linspace
      • tf.load_library
      • tf.load_op_library
      • tf.make_ndarray
      • tf.make_tensor_proto
      • tf.map_fn
      • tf.meshgrid
      • tf.Module
      • tf.name_scope
      • tf.nondifferentiable_batch_function
      • tf.norm
      • tf.no_gradient
      • tf.no_op
      • tf.numpy_function
      • tf.ones
      • tf.one_hot
      • tf.ones_initializer
      • tf.ones_like
      • tf.Operation
      • tf.OptionalSpec
      • tf.pad
      • tf.parallel_stack
      • tf.print
      • tf.py_function
      • tf.RaggedTensor
      • tf.RaggedTensorSpec
      • tf.random_normal_initializer
      • tf.random_uniform_initializer
      • tf.range
      • tf.rank
      • tf.realdiv
      • tf.recompute_grad
      • tf.reduce_all
      • tf.RegisterGradient
      • tf.register_tensor_conversion_function
      • tf.required_space_to_batch_paddings
      • tf.reshape
      • tf.reverse
      • tf.reverse_sequence
      • tf.roll
      • tf.scan
      • tf.scatter_nd
      • tf.searchsorted
      • tf.sequence_mask
      • tf.shape
      • tf.shape_n
      • tf.size
      • tf.slice
      • tf.sort
      • tf.space_to_batch
      • tf.space_to_batch_nd
      • tf.SparseTensorSpec
      • tf.split
      • tf.squeeze
      • tf.stack
      • tf.stop_gradient
      • tf.strided_slice
      • tf.switch_case
      • tf.Tensor
      • tf.TensorArray
      • tf.TensorArraySpec
      • tf.tensor_scatter_nd_add
      • tf.tensor_scatter_nd_sub
      • tf.tensor_scatter_nd_update
      • tf.tile
      • tf.timestamp
      • tf.transpose
      • tf.truediv
      • tf.truncatediv
      • tf.truncatemod
      • tf.tuple
      • tf.TypeSpec
      • tf.UnconnectedGradients
      • tf.unique
      • tf.unique_with_counts
      • tf.unravel_index
      • tf.unstack
      • tf.Variable
      • tf.Variable.SaveSliceInfo
      • tf.VariableAggregation
      • tf.VariableSynchronization
      • tf.variable_creator_scope
      • tf.vectorized_map
      • tf.where
      • tf.while_loop
      • tf.zeros
      • tf.zeros_initializer
      • tf.zeros_like
    • tf.audio
      • tf.audio.decode_wav
      • tf.audio.encode_wav
    • tf.autograph
      • tf.autograph.set_verbosity
      • tf.autograph.to_code
      • tf.autograph.to_graph
      • tf.autograph.trace
      • tf.autograph.experimental
        • tf.autograph.experimental.Feature
        • tf.autograph.experimental.do_not_convert
        • tf.autograph.experimental.set_loop_options
    • tf.bitwise
      • tf.bitwise.bitwise_and
      • tf.bitwise.bitwise_or
      • tf.bitwise.bitwise_xor
      • tf.bitwise.invert
      • tf.bitwise.left_shift
      • tf.bitwise.right_shift
    • tf.compat
      • tf.compat.as_bytes
      • tf.compat.as_str
      • tf.compat.as_str_any
      • tf.compat.as_text
      • tf.compat.dimension_at_index
      • tf.compat.dimension_value
      • tf.compat.forward_compatibility_horizon
      • tf.compat.forward_compatible
      • tf.compat.path_to_str
    • tf.config
      • tf.config.experimental_connect_to_cluster
      • tf.config.experimental_connect_to_host
      • tf.config.experimental_list_devices
      • tf.config.experimental_run_functions_eagerly
      • tf.config.get_soft_device_placement
        • tf.config.set_soft_device_placement
        • tf.config.experimental
        • tf.config.experimental.VirtualDeviceConfiguration
        • tf.config.experimental.get_device_policy
        • tf.config.experimental.get_memory_growth
        • tf.config.experimental.get_synchronous_execution
        • tf.config.experimental.get_virtual_device_configuration
        • tf.config.experimental.get_visible_devices
        • tf.config.experimental.list_logical_devices
        • tf.config.experimental.list_physical_devices
        • tf.config.experimental.set_device_policy
        • tf.config.experimental.set_memory_growth
        • tf.config.experimental.set_synchronous_execution
        • tf.config.experimental.set_virtual_device_configuration
        • tf.config.experimental.set_visible_devices
      • tf.config.optimizer
        • tf.config.optimizer.get_experimental_options
        • tf.config.optimizer.get_jit
        • tf.config.optimizer.set_experimental_options
        • tf.config.optimizer.set_jit
      • tf.config.threading
        • tf.config.threading.get_inter_op_parallelism_threads
        • tf.config.threading.get_intra_op_parallelism_threads
        • tf.config.threading.set_inter_op_parallelism_threads
        • tf.config.threading.set_intra_op_parallelism_threads
    • tf.data
      • tf.data.DatasetSpec
      • tf.data.Options
      • tf.data.experimental
        • tf.data.experimental.CheckpointInputPipelineHook
        • tf.data.experimental.Counter
        • tf.data.experimental.DistributeOptions
        • tf.data.experimental.MapVectorizationOptions
        • tf.data.experimental.OptimizationOptions
        • tf.data.experimental.Optional
        • tf.data.experimental.Reducer
        • tf.data.experimental.StatsAggregator
        • tf.data.experimental.StatsOptions
        • tf.data.experimental.TFRecordWriter
        • tf.data.experimental.ThreadingOptions
        • tf.data.experimental.bucket_by_sequence_length
        • tf.data.experimental.bytes_produced_stats
        • tf.data.experimental.cardinality
        • tf.data.experimental.choose_from_datasets
        • tf.data.experimental.copy_to_device
        • tf.data.experimental.dense_to_sparse_batch
        • tf.data.experimental.enumerate_dataset
        • tf.data.experimental.from_variant
        • tf.data.experimental.get_next_as_optional
        • tf.data.experimental.get_single_element
        • tf.data.experimental.get_structure
        • tf.data.experimental.group_by_reducer
        • tf.data.experimental.group_by_window
        • tf.data.experimental.ignore_errors
        • tf.data.experimental.latency_stats
        • tf.data.experimental.make_batched_features_dataset
        • tf.data.experimental.make_csv_dataset
        • tf.data.experimental.make_saveable_from_iterator
        • tf.data.experimental.unique
    • tf.debugging
      • tf.debugging.Assert
      • tf.debugging.assert_all_finite
      • tf.debugging.assert_equal
      • tf.debugging.assert_greater
      • tf.debugging.assert_greater_equal
      • tf.debugging.assert_integer
      • tf.debugging.assert_less
      • tf.debugging.assert_less_equal
      • tf.debugging.assert_near
      • tf.debugging.assert_negative
      • tf.debugging.assert_non_negative
      • tf.debugging.assert_non_positive
      • tf.debugging.assert_none_equal
      • tf.debugging.assert_positive
      • tf.debugging.assert_proper_iterable
      • tf.debugging.assert_rank
      • tf.debugging.assert_rank_at_least
      • tf.debugging.assert_rank_in
      • tf.debugging.assert_same_float_dtype
      • tf.debugging.assert_scalar
      • tf.debugging.assert_shapes
      • tf.debugging.assert_type
      • tf.debugging.check_numerics
      • tf.debugging.get_log_device_placement
      • tf.debugging.is_numeric_tensor
      • tf.debugging.set_log_device_placement
    • tf.distribute
      • tf.distribute.CrossDeviceOps
      • tf.distribute.HierarchicalCopyAllReduce
      • tf.distribute.InputContext
      • tf.distribute.InputReplicationMode
      • tf.distribute.MirroredStrategy
      • tf.distribute.NcclAllReduce
      • tf.distribute.OneDeviceStrategy
      • tf.distribute.ReduceOp
      • tf.distribute.ReductionToOneDevice
      • tf.distribute.ReplicaContext
      • tf.distribute.Server
      • tf.distribute.Strategy
      • tf.distribute.StrategyExtended
      • tf.distribute.get_replica_context
      • tf.distribute.get_strategy
      • tf.distribute.has_strategy
      • tf.distribute.in_cross_replica_context
      • tf.distribute.cluster_resolver
        • tf.distribute.cluster_resolver.ClusterResolver
        • tf.distribute.cluster_resolver.GCEClusterResolver
        • tf.distribute.cluster_resolver.KubernetesClusterResolver
        • tf.distribute.cluster_resolver.SimpleClusterResolver
        • tf.distribute.cluster_resolver.SlurmClusterResolver
        • tf.distribute.cluster_resolver.TFConfigClusterResolver
        • tf.distribute.cluster_resolver.TPUClusterResolver
        • tf.distribute.cluster_resolver.UnionResolver
      • tf.distribute.experimental
        • tf.distribute.experimental.CentralStorageStrategy
        • tf.distribute.experimental.CollectiveCommunication
        • tf.distribute.experimental.MultiWorkerMirroredStrategy
        • tf.distribute.experimental.ParameterServerStrategy
        • tf.distribute.experimental.TPUStrategy
        • tf.distribute.experimental_set_strategy
    • tf.dtypes
      • tf.dtypes.DType
      • tf.dtypes.as_dtype
      • tf.dtypes.cast
      • tf.dtypes.complex
      • tf.dtypes.saturate_cast
    • tf.errors
      • tf.errors.AbortedError
      • tf.errors.AlreadyExistsError
      • tf.errors.CancelledError
      • tf.errors.DataLossError
      • tf.errors.DeadlineExceededError
      • tf.errors.FailedPreconditionError
      • tf.errors.InternalError
      • tf.errors.InvalidArgumentError
      • tf.errors.NotFoundError
      • tf.errors.OpError
      • tf.errors.OutOfRangeError
      • tf.errors.PermissionDeniedError
      • tf.errors.ResourceExhaustedError
      • tf.errors.UnauthenticatedError
      • tf.errors.UnavailableError
      • tf.errors.UnimplementedError
      • tf.errors.UnknownError
    • tf.estimator
      • tf.estimator.BaselineClassifier
      • tf.estimator.BaselineEstimator
      • tf.estimator.BaselineRegressor
      • tf.estimator.BestExporter
      • tf.estimator.BinaryClassHead
      • tf.estimator.BoostedTreesClassifier
      • tf.estimator.BoostedTreesEstimator
      • tf.estimator.BoostedTreesRegressor
      • tf.estimator.CheckpointSaverHook
      • tf.estimator.CheckpointSaverListener
      • tf.estimator.DNNClassifier
      • tf.estimator.DNNEstimator
      • tf.estimator.DNNLinearCombinedClassifier
      • tf.estimator.DNNLinearCombinedEstimator
      • tf.estimator.DNNLinearCombinedRegressor
      • tf.estimator.DNNRegressor
      • tf.estimator.Estimator
      • tf.estimator.EstimatorSpec
      • tf.estimator.EvalSpec
      • tf.estimator.Exporter
      • tf.estimator.FeedFnHook
      • tf.estimator.FinalExporter
      • tf.estimator.FinalOpsHook
      • tf.estimator.GlobalStepWaiterHook
      • tf.estimator.Head
      • tf.estimator.LatestExporter
      • tf.estimator.LinearClassifier
      • tf.estimator.LinearEstimator
      • tf.estimator.LinearRegressor
      • tf.estimator.LoggingTensorHook
      • tf.estimator.LogisticRegressionHead
      • tf.estimator.ModeKeys
      • tf.estimator.MultiClassHead
      • tf.estimator.MultiHead
      • tf.estimator.MultiLabelHead
      • tf.estimator.NanLossDuringTrainingError
      • tf.estimator.NanTensorHook
      • tf.estimator.PoissonRegressionHead
      • tf.estimator.ProfilerHook
      • tf.estimator.RegressionHead
      • tf.estimator.regressor_parse_example_spec
      • tf.estimator.train_and_evaluate
      • tf.estimator.RunConfig
      • tf.estimator.SecondOrStepTimer
      • tf.estimator.SessionRunArgs
      • tf.estimator.SessionRunContext
      • tf.estimator.SessionRunHook
      • tf.estimator.SessionRunValues
      • tf.estimator.StepCounterHook
      • tf.estimator.StopAtStepHook
      • tf.estimator.SummarySaverHook
      • tf.estimator.TrainSpec
      • tf.estimator.VocabInfo
      • tf.estimator.WarmStartSettings
      • tf.estimator.add_metrics
      • tf.estimator.classifier_parse_example_spec
      • tf.estimator.experimental
        • tf.estimator.experimental.InMemoryEvaluatorHook
        • tf.estimator.experimental.LinearSDCA
        • tf.estimator.experimental.RNNClassifier
        • tf.estimator.experimental.RNNEstimator
        • tf.estimator.experimental.build_raw_supervised_input_receiver_fn
        • tf.estimator.experimental.call_logit_fn
        • tf.estimator.experimental.make_early_stopping_hook
        • tf.estimator.experimental.make_stop_at_checkpoint_step_hook
        • tf.estimator.experimental.stop_if_higher_hook
        • tf.estimator.experimental.stop_if_lower_hook
        • tf.estimator.experimental.stop_if_no_decrease_hook
        • tf.estimator.experimental.stop_if_no_increase_hook
      • tf.estimator.export
        • tf.estimator.export.ClassificationOutput
        • tf.estimator.export.ExportOutput
        • tf.estimator.export.PredictOutput
        • tf.estimator.export.RegressionOutput
        • tf.estimator.export.ServingInputReceiver
        • tf.estimator.export.TensorServingInputReceiver
        • tf.estimator.export.build_parsing_serving_input_receiver_fn
        • tf.estimator.export.build_raw_serving_input_receiver_fn
    • tf.experimental
      • tf.experimental.function_executor_type
    • tf.feature_column
      • tf.feature_column.bucketized_column
      • tf.feature_column.categorical_column_with_hash_bucket
      • tf.feature_column.categorical_column_with_identity
      • tf.feature_column.categorical_column_with_vocabulary_file
      • tf.feature_column.categorical_column_with_vocabulary_list
      • tf.feature_column.crossed_column
      • tf.feature_column.embedding_column
      • tf.feature_column.indicator_column
      • tf.feature_column.make_parse_example_spec
      • tf.feature_column.numeric_column
      • tf.feature_column.sequence_categorical_column_with_hash_bucket
      • tf.feature_column.sequence_categorical_column_with_identity
      • tf.feature_column.sequence_categorical_column_with_vocabulary_file
      • tf.feature_column.sequence_categorical_column_with_vocabulary_list
      • tf.feature_column.sequence_numeric_column
      • tf.feature_column.shared_embeddings
      • tf.feature_column.weighted_categorical_column
    • tf.graph_util
      • tf.import_graph_def
      • tf.graph_util.import_graph_def
    • tf.image
      • tf.image.ResizeMethod
      • tf.image.adjust_brightness
      • tf.image.adjust_contrast
      • tf.image.adjust_gamma
      • tf.image.adjust_hue
      • tf.image.adjust_jpeg_quality
      • tf.image.adjust_saturation
      • tf.image.central_crop
      • tf.image.combined_non_max_suppression
      • tf.image.convert_image_dtype
      • tf.image.crop_and_resize
      • tf.image.crop_to_bounding_box
      • tf.image.draw_bounding_boxes
      • tf.image.encode_png
      • tf.image.extract_glimpse
      • tf.image.extract_patches
      • tf.image.flip_left_right
      • tf.image.flip_up_down
      • tf.image.grayscale_to_rgb
      • tf.image.hsv_to_rgb
      • tf.image.image_gradients
      • tf.image.non_max_suppression
      • tf.image.non_max_suppression_overlaps
      • tf.image.non_max_suppression_padded
      • tf.image.non_max_suppression_with_scores
      • tf.image.pad_to_bounding_box
      • tf.image.per_image_standardization
      • tf.image.psnr
      • tf.image.random_brightness
      • tf.image.random_contrast
      • tf.image.random_crop
      • tf.image.random_flip_left_right
      • tf.image.random_flip_up_down
      • tf.image.random_hue
      • tf.image.random_jpeg_quality
      • tf.image.random_saturation
      • tf.image.resize
      • tf.image.resize_with_crop_or_pad
      • tf.image.resize_with_pad
      • tf.image.rgb_to_grayscale
      • tf.image.rgb_to_hsv
      • tf.image.rgb_to_yiq
      • tf.image.rgb_to_yuv
      • tf.image.rot90
      • tf.image.sample_distorted_bounding_box
      • tf.image.sobel_edges
      • tf.image.ssim
      • tf.image.ssim_multiscale
      • tf.image.total_variation
      • tf.image.transpose
      • tf.image.yiq_to_rgb
      • tf.image.yuv_to_rgb
    • tf.io
      • tf.io.FixedLenFeature
      • tf.io.FixedLenSequenceFeature
      • tf.io.SparseFeature
      • tf.io.TFRecordOptions
      • tf.io.TFRecordWriter
      • tf.io.VarLenFeature
      • tf.io.decode_and_crop_jpeg
      • tf.io.decode_base64
      • tf.io.decode_bmp
      • tf.io.decode_compressed
      • tf.io.decode_csv
      • tf.io.decode_gif
      • tf.io.decode_image
      • tf.io.decode_jpeg
      • tf.io.decode_json_example
      • tf.io.decode_png
      • tf.io.decode_proto
      • tf.io.decode_raw
      • tf.io.deserialize_many_sparse
      • tf.io.encode_base64
      • tf.io.encode_jpeg
      • tf.io.encode_proto
      • tf.io.extract_jpeg_shape
      • tf.io.is_jpeg
      • tf.io.match_filenames_once
      • tf.io.matching_files
      • tf.io.parse_example
      • tf.io.parse_sequence_example
      • tf.io.parse_single_example
      • tf.io.parse_single_sequence_example
      • tf.io.parse_tensor
      • tf.io.read_file
      • tf.io.serialize_many_sparse
      • tf.io.serialize_sparse
      • tf.io.serialize_tensor
      • tf.io.write_file
      • tf.io.write_graph
      • tf.io.gfile
        • tf.io.gfile.GFile
        • tf.io.gfile.copy
        • tf.io.gfile.exists
        • tf.io.gfile.glob
        • tf.io.gfile.isdir
        • tf.io.gfile.listdir
        • tf.io.gfile.makedirs
        • tf.io.gfile.mkdir
        • tf.io.gfile.remove
        • tf.io.gfile.rename
        • tf.io.gfile.rmtree
        • tf.io.gfile.stat
        • tf.io.gfile.walk
    • tf.keras
      • tf.keras.Input
      • tf.keras.Model
      • tf.keras.Sequential
      • tf.keras.activations
      • tf.keras.activations.deserialize
      • tf.keras.activations.elu
      • tf.keras.activations.exponential
      • tf.keras.activations.get
      • tf.keras.activations.hard_sigmoid
      • tf.keras.activations.linear
      • tf.keras.activations.relu
      • tf.keras.activations.selu
      • tf.keras.activations.serialize
      • tf.keras.activations.sigmoid
      • tf.keras.activations.softmax
      • tf.keras.activations.softplus
      • tf.keras.activations.softsign
      • tf.keras.activations.tanh
      • tf.keras.applications
      • tf.keras.applications.DenseNet121
      • tf.keras.applications.DenseNet169
      • tf.keras.applications.DenseNet201
      • tf.keras.applications.InceptionResNetV2
      • tf.keras.applications.InceptionV3
      • tf.keras.applications.MobileNet
      • tf.keras.applications.MobileNetV2
      • tf.keras.applications.NASNetLarge
      • tf.keras.applications.NASNetMobile
      • tf.keras.applications.ResNet101
      • tf.keras.applications.ResNet101V2
      • tf.keras.applications.ResNet152
      • tf.keras.applications.ResNet152V2
      • tf.keras.applications.ResNet50
      • tf.keras.applications.ResNet50V2
      • tf.keras.applications.VGG16
      • tf.keras.applications.VGG19
      • tf.keras.applications.Xception
      • tf.keras.applications.densenet
      • tf.keras.applications.densenet.DenseNet121
      • tf.keras.applications.densenet.DenseNet169
      • tf.keras.applications.densenet.DenseNet201
      • tf.keras.applications.densenet.decode_predictions
      • tf.keras.applications.densenet.preprocess_input
      • tf.keras.applications.imagenet_utils
      • tf.keras.applications.imagenet_utils.decode_predictions
      • tf.keras.applications.imagenet_utils.preprocess_input
      • tf.keras.applications.inception_resnet_v2
      • tf.keras.applications.inception_resnet_v2.InceptionResNetV2
      • tf.keras.applications.inception_resnet_v2.decode_predictions
      • tf.keras.applications.inception_resnet_v2.preprocess_input
      • tf.keras.applications.inception_v3
      • tf.keras.applications.inception_v3.InceptionV3
      • tf.keras.applications.inception_v3.decode_predictions
      • tf.keras.applications.inception_v3.preprocess_input
      • tf.keras.applications.mobilenet
      • tf.keras.applications.mobilenet.MobileNet
      • tf.keras.applications.mobilenet.decode_predictions
      • tf.keras.applications.mobilenet.preprocess_input
      • tf.keras.applications.mobilenet_v2
      • tf.keras.applications.mobilenet_v2.MobileNetV2
      • tf.keras.applications.mobilenet_v2.decode_predictions
      • tf.keras.applications.mobilenet_v2.preprocess_input
      • tf.keras.applications.nasnet
      • tf.keras.applications.nasnet.NASNetLarge
      • tf.keras.applications.nasnet.NASNetMobile
      • tf.keras.applications.nasnet.decode_predictions
      • tf.keras.applications.nasnet.preprocess_input
      • tf.keras.applications.resnet
      • tf.keras.applications.resnet.ResNet101
      • tf.keras.applications.resnet.ResNet152
      • tf.keras.applications.resnet.ResNet50
      • tf.keras.applications.resnet.decode_predictions
      • tf.keras.applications.resnet.preprocess_input
      • tf.keras.applications.resnet50
      • tf.keras.applications.resnet50.ResNet50
      • tf.keras.applications.resnet50.decode_predictions
      • tf.keras.applications.resnet50.preprocess_input
      • tf.keras.applications.resnet_v2
      • tf.keras.applications.resnet_v2.ResNet101V2
      • tf.keras.applications.resnet_v2.ResNet152V2
      • tf.keras.applications.resnet_v2.ResNet50V2
      • tf.keras.applications.resnet_v2.decode_predictions
      • tf.keras.applications.resnet_v2.preprocess_input
      • tf.keras.applications.vgg16
      • tf.keras.applications.vgg16.VGG16
      • tf.keras.applications.vgg16.decode_predictions
      • tf.keras.applications.vgg16.preprocess_input
      • tf.keras.applications.vgg19
      • tf.keras.applications.vgg19.VGG19
      • tf.keras.applications.vgg19.decode_predictions
      • tf.keras.applications.vgg19.preprocess_input
      • tf.keras.applications.xception
      • tf.keras.applications.xception.Xception
      • tf.keras.applications.xception.decode_predictions
      • tf.keras.applications.xception.preprocess_input
      • tf.keras.backend
      • tf.keras.backend.abs
      • tf.keras.backend.all
      • tf.keras.backend.any
      • tf.keras.backend.arange
      • tf.keras.backend.argmax
      • tf.keras.backend.argmin
      • tf.keras.backend.backend
      • tf.keras.backend.batch_dot
      • tf.keras.backend.batch_flatten
      • tf.keras.backend.batch_get_value
      • tf.keras.backend.batch_normalization
      • tf.keras.backend.batch_set_value
      • tf.keras.backend.bias_add
      • tf.keras.backend.binary_crossentropy
      • tf.keras.backend.cast
      • tf.keras.backend.cast_to_floatx
      • tf.keras.backend.categorical_crossentropy
      • tf.keras.backend.clear_session
      • tf.keras.backend.clip
      • tf.keras.backend.concatenate
      • tf.keras.backend.constant
      • tf.keras.backend.conv1d
      • tf.keras.backend.conv2d
      • tf.keras.backend.conv2d_transpose
      • tf.keras.backend.conv3d
      • tf.keras.backend.cos
      • tf.keras.backend.count_params
      • tf.keras.backend.ctc_batch_cost
      • tf.keras.backend.ctc_decode
      • tf.keras.backend.ctc_label_dense_to_sparse
      • tf.keras.backend.cumprod
      • tf.keras.backend.cumsum
      • tf.keras.backend.dot
      • tf.keras.backend.dropout
      • tf.keras.backend.dtype
      • tf.keras.backend.elu
      • tf.keras.backend.epsilon
      • tf.keras.backend.equal
      • tf.keras.backend.eval
      • tf.keras.backend.exp
      • tf.keras.backend.expand_dims
      • tf.keras.backend.eye
      • tf.keras.backend.flatten
      • tf.keras.backend.floatx
      • tf.keras.backend.foldl
      • tf.keras.backend.foldr
      • tf.keras.backend.function
      • tf.keras.backend.gather
      • tf.keras.backend.get_uid
      • tf.keras.backend.get_value
      • tf.keras.backend.gradients
      • tf.keras.backend.greater
      • tf.keras.backend.greater_equal
      • tf.keras.backend.hard_sigmoid
      • tf.keras.backend.image_data_format
      • tf.keras.backend.in_test_phase
      • tf.keras.backend.in_top_k
      • tf.keras.backend.in_train_phase
      • tf.keras.backend.int_shape
      • tf.keras.backend.is_sparse
      • tf.keras.backend.l2_normalize
      • tf.keras.backend.learning_phase
      • tf.keras.backend.learning_phase_scope
      • tf.keras.backend.less
      • tf.keras.backend.less_equal
      • tf.keras.backend.local_conv1d
      • tf.keras.backend.local_conv2d
      • tf.keras.backend.log
      • tf.keras.backend.manual_variable_initialization
      • tf.keras.backend.map_fn
      • tf.keras.backend.max
      • tf.keras.backend.maximum
      • tf.keras.backend.mean
      • tf.keras.backend.min
      • tf.keras.backend.minimum
      • tf.keras.backend.moving_average_update
      • tf.keras.backend.name_scope
      • tf.keras.backend.ndim
      • tf.keras.backend.normalize_batch_in_training
      • tf.keras.backend.not_equal
      • tf.keras.backend.one_hot
      • tf.keras.backend.ones
      • tf.keras.backend.ones_like
      • tf.keras.backend.permute_dimensions
      • tf.keras.backend.placeholder
      • tf.keras.backend.pool2d
      • tf.keras.backend.pool3d
      • tf.keras.backend.pow
      • tf.keras.backend.print_tensor
      • tf.keras.backend.prod
      • tf.keras.backend.random_binomial
      • tf.keras.backend.random_normal
      • tf.keras.backend.random_normal_variable
      • tf.keras.backend.random_uniform
      • tf.keras.backend.random_uniform_variable
      • tf.keras.backend.relu
      • tf.keras.backend.repeat
      • tf.keras.backend.repeat_elements
      • tf.keras.backend.reset_uids
      • tf.keras.backend.reshape
      • tf.keras.backend.resize_images
      • tf.keras.backend.resize_volumes
      • tf.keras.backend.reverse
      • tf.keras.backend.rnn
      • tf.keras.backend.round
      • tf.keras.backend.separable_conv2d
      • tf.keras.backend.set_epsilon
      • tf.keras.backend.set_floatx
      • tf.keras.backend.set_image_data_format
      • tf.keras.backend.set_learning_phase
      • tf.keras.backend.set_value
      • tf.keras.backend.shape
      • tf.keras.backend.sigmoid
      • tf.keras.backend.sign
      • tf.keras.backend.sin
      • tf.keras.backend.softmax
      • tf.keras.backend.softplus
      • tf.keras.backend.softsign
      • tf.keras.backend.sparse_categorical_crossentropy
      • tf.keras.backend.spatial_2d_padding
      • tf.keras.backend.spatial_3d_padding
      • tf.keras.backend.sqrt
      • tf.keras.backend.square
      • tf.keras.backend.squeeze
      • tf.keras.backend.stack
      • tf.keras.backend.std
      • tf.keras.backend.stop_gradient
      • tf.keras.backend.sum
      • tf.keras.backend.switch
      • tf.keras.backend.tanh
      • tf.keras.backend.temporal_padding
      • tf.keras.backend.tile
      • tf.keras.backend.to_dense
      • tf.keras.backend.transpose
      • tf.keras.backend.truncated_normal
      • tf.keras.backend.update
      • tf.keras.backend.update_add
      • tf.keras.backend.update_sub
      • tf.keras.backend.var
      • tf.keras.backend.variable
      • tf.keras.backend.zeros
      • tf.keras.backend.zeros_like
      • tf.keras.callbacks
      • tf.keras.callbacks.BaseLogger
      • tf.keras.callbacks.CSVLogger
      • tf.keras.callbacks.Callback
      • tf.keras.callbacks.EarlyStopping
      • tf.keras.callbacks.History
      • tf.keras.callbacks.LambdaCallback
      • tf.keras.callbacks.LearningRateScheduler
      • tf.keras.callbacks.ModelCheckpoint
      • tf.keras.callbacks.ProgbarLogger
      • tf.keras.callbacks.ReduceLROnPlateau
      • tf.keras.callbacks.RemoteMonitor
      • tf.keras.callbacks.TensorBoard
      • tf.keras.callbacks.TerminateOnNaN
      • tf.keras.constraints
      • tf.keras.constraints.Constraint
      • tf.keras.constraints.MaxNorm
      • tf.keras.constraints.MinMaxNorm
      • tf.keras.constraints.NonNeg
      • tf.keras.constraints.RadialConstraint
      • tf.keras.constraints.UnitNorm
      • tf.keras.constraints.deserialize
      • tf.keras.constraints.get
      • tf.keras.constraints.max_norm
      • tf.keras.constraints.min_max_norm
      • tf.keras.constraints.non_neg
      • tf.keras.constraints.radial_constraint
      • tf.keras.constraints.serialize
      • tf.keras.constraints.unit_norm
      • tf.keras.datasets
      • tf.keras.datasets.boston_housing
      • tf.keras.datasets.boston_housing.load_data
      • tf.keras.datasets.cifar10
      • tf.keras.datasets.cifar10.load_data
      • tf.keras.datasets.cifar100
      • tf.keras.datasets.cifar100.load_data
      • tf.keras.datasets.fashion_mnist
      • tf.keras.datasets.fashion_mnist.load_data
      • tf.keras.datasets.imdb
      • tf.keras.datasets.imdb.get_word_index
      • tf.keras.datasets.imdb.load_data
      • tf.keras.datasets.mnist
      • tf.keras.datasets.mnist.load_data
      • tf.keras.datasets.reuters
      • tf.keras.datasets.reuters.get_word_index
      • tf.keras.datasets.reuters.load_data
      • tf.keras.estimator
      • tf.keras.estimator.model_to_estimator
      • tf.keras.experimental
      • tf.keras.experimental.CosineDecay
      • tf.keras.experimental.CosineDecayRestarts
      • tf.keras.experimental.LinearCosineDecay
      • tf.keras.experimental.LinearModel
      • tf.keras.experimental.NoisyLinearCosineDecay
      • tf.keras.experimental.PeepholeLSTMCell
      • tf.keras.experimental.SequenceFeatures
      • tf.keras.experimental.WideDeepModel
      • tf.keras.experimental.export_saved_model
      • tf.keras.experimental.load_from_saved_model
      • tf.keras.experimental.terminate_keras_multiprocessing_pools
      • tf.keras.initializers
      • tf.keras.initializers.Constant
      • tf.keras.initializers.GlorotNormal
      • tf.keras.initializers.GlorotUniform
      • tf.keras.initializers.Identity
      • tf.keras.initializers.Initializer
      • tf.keras.initializers.Orthogonal
      • tf.keras.initializers.TruncatedNormal
      • tf.keras.initializers.VarianceScaling
      • tf.keras.initializers.deserialize
      • tf.keras.initializers.get
      • tf.keras.initializers.glorot_normal
      • tf.keras.initializers.glorot_uniform
      • tf.keras.initializers.he_normal
      • tf.keras.initializers.he_uniform
      • tf.keras.initializers.identity
      • tf.keras.initializers.lecun_normal
      • tf.keras.initializers.lecun_uniform
      • tf.keras.initializers.serialize
      • tf.keras.initializers.orthogonal
      • tf.keras.initializers.Ones
      • tf.keras.initializers.RandomNormal
      • tf.keras.initializers.RandomUniform
      • tf.keras.initializers.Zeros
      • tf.keras.initializers.constant
      • tf.keras.initializers.ones
      • tf.keras.initializers.zeros
      • tf.keras.layers
      • tf.keras.layers.AbstractRNNCell
      • tf.keras.layers.Activation
      • tf.keras.layers.ActivityRegularization
      • tf.keras.layers.Add
      • tf.keras.layers.AdditiveAttention
      • tf.keras.layers.AlphaDropout
      • tf.keras.layers.Attention
      • tf.keras.layers.Average
      • tf.keras.layers.AveragePooling1D
      • tf.keras.layers.AveragePooling2D
      • tf.keras.layers.AveragePooling3D
      • tf.keras.layers.AvgPool1D
      • tf.keras.layers.AvgPool2D
      • tf.keras.layers.AvgPool3D
      • tf.keras.layers.BatchNormalization
      • tf.keras.layers.Bidirectional
      • tf.keras.layers.Concatenate
      • tf.keras.layers.Conv1D
      • tf.keras.layers.Conv2D
      • tf.keras.layers.Conv2DTranspose
      • tf.keras.layers.Conv3D
      • tf.keras.layers.Conv3DTranspose
      • tf.keras.layers.ConvLSTM2D
      • tf.keras.layers.Convolution1D
      • tf.keras.layers.Convolution2D
      • tf.keras.layers.Convolution2DTranspose
      • tf.keras.layers.Convolution3D
      • tf.keras.layers.Convolution3DTranspose
      • tf.keras.layers.Cropping1D
      • tf.keras.layers.Cropping2D
      • tf.keras.layers.Cropping3D
      • tf.keras.layers.Dense
      • tf.keras.layers.DenseFeatures
      • tf.keras.layers.DepthwiseConv2D
      • tf.keras.layers.Dot
      • tf.keras.layers.Dropout
      • tf.keras.layers.ELU
      • tf.keras.layers.Embedding
      • tf.keras.layers.Flatten
      • tf.keras.layers.GRU
      • tf.keras.layers.GRUCell
      • tf.keras.layers.GaussianDropout
      • tf.keras.layers.GaussianNoise
      • tf.keras.layers.GlobalAveragePooling1D
      • tf.keras.layers.GlobalAveragePooling2D
      • tf.keras.layers.GlobalAveragePooling3D
      • tf.keras.layers.GlobalAvgPool1D
      • tf.keras.layers.GlobalAvgPool2D
      • tf.keras.layers.GlobalAvgPool3D
      • tf.keras.layers.GlobalMaxPool1D
      • tf.keras.layers.GlobalMaxPool2D
      • tf.keras.layers.GlobalMaxPool3D
      • tf.keras.layers.GlobalMaxPooling1D
      • tf.keras.layers.GlobalMaxPooling2D
      • tf.keras.layers.GlobalMaxPooling3D
      • tf.keras.layers.Input
      • tf.keras.layers.InputLayer
      • tf.keras.layers.InputSpec
      • tf.keras.layers.LSTM
      • tf.keras.layers.LSTMCell
      • tf.keras.layers.Lambda
      • tf.keras.layers.Layer
      • tf.keras.layers.LayerNormalization
      • tf.keras.layers.LeakyReLU
      • tf.keras.layers.LocallyConnected1D
      • tf.keras.layers.LocallyConnected2D
      • tf.keras.layers.Masking
      • tf.keras.layers.MaxPool1D
      • tf.keras.layers.MaxPool2D
      • tf.keras.layers.MaxPool3D
      • tf.keras.layers.MaxPooling1D
      • tf.keras.layers.MaxPooling2D
      • tf.keras.layers.MaxPooling3D
      • tf.keras.layers.Maximum
      • tf.keras.layers.Minimum
      • tf.keras.layers.Multiply
      • tf.keras.layers.PReLU
      • tf.keras.layers.Permute
      • tf.keras.layers.RNN
      • tf.keras.layers.ReLU
      • tf.keras.layers.RepeatVector
      • tf.keras.layers.Reshape
      • tf.keras.layers.SeparableConv1D
      • tf.keras.layers.SeparableConv2D
      • tf.keras.layers.SeparableConvolution1D
      • tf.keras.layers.SeparableConvolution2D
      • tf.keras.layers.SimpleRNN
      • tf.keras.layers.SimpleRNNCell
      • tf.keras.layers.Softmax
      • tf.keras.layers.SpatialDropout1D
      • tf.keras.layers.SpatialDropout2D
      • tf.keras.layers.SpatialDropout3D
      • tf.keras.layers.StackedRNNCells
      • tf.keras.layers.Subtract
      • tf.keras.layers.ThresholdedReLU
      • tf.keras.layers.TimeDistributed
      • tf.keras.layers.UpSampling1D
      • tf.keras.layers.UpSampling2D
      • tf.keras.layers.UpSampling3D
      • tf.keras.layers.Wrapper
      • tf.keras.layers.ZeroPadding1D
      • tf.keras.layers.ZeroPadding2D
      • tf.keras.layers.ZeroPadding3D
      • tf.keras.layers.add
      • tf.keras.layers.average
      • tf.keras.layers.concatenate
      • tf.keras.layers.deserialize
      • tf.keras.layers.dot
      • tf.keras.layers.maximum
      • tf.keras.layers.minimum
      • tf.keras.layers.multiply
      • tf.keras.layers.serialize
      • tf.keras.layers.subtract
      • tf.keras.losses
      • tf.keras.losses.BinaryCrossentropy
      • tf.keras.losses.CategoricalCrossentropy
      • tf.keras.losses.CategoricalHinge
      • tf.keras.losses.CosineSimilarity
      • tf.keras.losses.Hinge
      • tf.keras.losses.Huber
      • tf.keras.losses.KLD
      • tf.keras.losses.KLDivergence
      • tf.keras.losses.LogCosh
      • tf.keras.losses.Loss
      • tf.keras.losses.MAE
      • tf.keras.losses.MAPE
      • tf.keras.losses.MSE
      • tf.keras.losses.MSLE
      • tf.keras.losses.MeanAbsoluteError
      • tf.keras.losses.MeanAbsolutePercentageError
      • tf.keras.losses.MeanSquaredError
      • tf.keras.losses.MeanSquaredLogarithmicError
      • tf.keras.losses.Poisson
      • tf.keras.losses.Reduction
      • tf.keras.losses.SparseCategoricalCrossentropy
      • tf.keras.losses.SquaredHinge
      • tf.keras.losses.binary_crossentropy
      • tf.keras.losses.categorical_crossentropy
      • tf.keras.losses.categorical_hinge
      • tf.keras.losses.cosine_similarity
      • tf.keras.losses.deserialize
      • tf.keras.losses.get
      • tf.keras.losses.hinge
      • tf.keras.losses.kld
      • tf.keras.losses.kullback_leibler_divergence
      • tf.keras.losses.logcosh
      • tf.keras.losses.mae
      • tf.keras.losses.mape
      • tf.keras.losses.mean_absolute_error
      • tf.keras.losses.mean_absolute_percentage_error
      • tf.keras.losses.mean_squared_error
      • tf.keras.losses.mean_squared_logarithmic_error
      • tf.keras.losses.mse
      • tf.keras.losses.msle
      • tf.keras.losses.poisson
      • tf.keras.losses.serialize
      • tf.keras.losses.sparse_categorical_crossentropy
      • tf.keras.losses.squared_hinge
      • tf.keras.metrics
      • tf.keras.metrics.AUC
      • tf.keras.metrics.Accuracy
      • tf.keras.metrics.BinaryAccuracy
      • tf.keras.metrics.BinaryCrossentropy
      • tf.keras.metrics.CategoricalAccuracy
      • tf.keras.metrics.CategoricalCrossentropy
      • tf.keras.metrics.CategoricalHinge
      • tf.keras.metrics.CosineSimilarity
      • tf.keras.metrics.FalseNegatives
      • tf.keras.metrics.FalsePositives
      • tf.keras.metrics.Hinge
      • tf.keras.metrics.KLD
      • tf.keras.metrics.KLDivergence
      • tf.keras.metrics.LogCoshError
      • tf.keras.metrics.MAE
      • tf.keras.metrics.MAPE
      • tf.keras.metrics.MSE
      • tf.keras.metrics.MSLE
      • tf.keras.metrics.Mean
      • tf.keras.metrics.MeanAbsoluteError
      • tf.keras.metrics.MeanAbsolutePercentageError
      • tf.keras.metrics.MeanIoU
      • tf.keras.metrics.MeanRelativeError
      • tf.keras.metrics.MeanSquaredError
      • tf.keras.metrics.MeanSquaredLogarithmicError
      • tf.keras.metrics.MeanTensor
      • tf.keras.metrics.Metric
      • tf.keras.metrics.Poisson
      • tf.keras.metrics.Precision
      • tf.keras.metrics.Recall
      • tf.keras.metrics.RootMeanSquaredError
      • tf.keras.metrics.SensitivityAtSpecificity
      • tf.keras.metrics.SparseCategoricalAccuracy
      • tf.keras.metrics.SparseCategoricalCrossentropy
      • tf.keras.metrics.SparseTopKCategoricalAccuracy
      • tf.keras.metrics.SpecificityAtSensitivity
      • tf.keras.metrics.SquaredHinge
      • tf.keras.metrics.Sum
      • tf.keras.metrics.TopKCategoricalAccuracy
      • tf.keras.metrics.TrueNegatives
      • tf.keras.metrics.TruePositives
      • tf.keras.metrics.binary_accuracy
      • tf.keras.metrics.binary_crossentropy
      • tf.keras.metrics.categorical_accuracy
      • tf.keras.metrics.categorical_crossentropy
      • tf.keras.metrics.deserialize
      • tf.keras.metrics.get
      • tf.keras.metrics.hinge
      • tf.keras.metrics.kld
      • tf.keras.metrics.kullback_leibler_divergence
      • tf.keras.metrics.mae
      • tf.keras.metrics.mape
      • tf.keras.metrics.mean_absolute_error
      • tf.keras.metrics.mean_absolute_percentage_error
      • tf.keras.metrics.mean_squared_error
      • tf.keras.metrics.mean_squared_logarithmic_error
      • tf.keras.metrics.mse
      • tf.keras.metrics.msle
      • tf.keras.metrics.poisson
      • tf.keras.metrics.serialize
      • tf.keras.metrics.sparse_categorical_accuracy
      • tf.keras.metrics.sparse_categorical_crossentropy
      • tf.keras.metrics.sparse_top_k_categorical_accuracy
      • tf.keras.metrics.squared_hinge
      • tf.keras.metrics.top_k_categorical_accuracy
      • tf.keras.mixed_precision
      • tf.keras.mixed_precision.experimental
      • tf.keras.mixed_precision.experimental.LossScaleOptimizer
      • tf.keras.mixed_precision.experimental.Policy
      • tf.keras.mixed_precision.experimental.global_policy
      • tf.keras.mixed_precision.experimental.set_policy
      • tf.keras.models
      • tf.keras.models.Model
      • tf.keras.models.Sequential
      • tf.keras.models.clone_model
      • tf.keras.models.load_model
      • tf.keras.models.model_from_config
      • tf.keras.models.model_from_json
      • tf.keras.models.model_from_yaml
      • tf.keras.models.save_model
      • tf.keras.optimizers
      • tf.keras.optimizers.Adadelta
      • tf.keras.optimizers.Adagrad
      • tf.keras.optimizers.Adam
      • tf.keras.optimizers.Adamax
      • tf.keras.optimizers.Ftrl
      • tf.keras.optimizers.Nadam
      • tf.keras.optimizers.Optimizer
      • tf.keras.optimizers.RMSprop
      • tf.keras.optimizers.SGD
      • tf.keras.optimizers.deserialize
      • tf.keras.optimizers.get
      • tf.keras.optimizers.schedules
      • tf.keras.optimizers.schedules.ExponentialDecay
      • tf.keras.optimizers.schedules.InverseTimeDecay
      • tf.keras.optimizers.schedules.LearningRateSchedule
      • tf.keras.optimizers.schedules.PiecewiseConstantDecay
      • tf.keras.optimizers.schedules.PolynomialDecay
      • tf.keras.optimizers.schedules.deserialize
      • tf.keras.optimizers.schedules.serialize
      • tf.keras.optimizers.serialize
      • tf.keras.preprocessing
      • tf.keras.preprocessing.image
      • tf.keras.preprocessing.image.DirectoryIterator
      • tf.keras.preprocessing.image.ImageDataGenerator
      • tf.keras.preprocessing.image.Iterator
      • tf.keras.preprocessing.image.NumpyArrayIterator
      • tf.keras.preprocessing.image.apply_affine_transform
      • tf.keras.preprocessing.image.apply_brightness_shift
      • tf.keras.preprocessing.image.apply_channel_shift
      • tf.keras.preprocessing.image.array_to_img
      • tf.keras.preprocessing.image.img_to_array
      • tf.keras.preprocessing.image.load_img
      • tf.keras.preprocessing.image.random_brightness
      • tf.keras.preprocessing.image.random_channel_shift
      • tf.keras.preprocessing.image.random_rotation
      • tf.keras.preprocessing.image.random_shear
      • tf.keras.preprocessing.image.random_shift
      • tf.keras.preprocessing.image.random_zoom
      • tf.keras.preprocessing.image.save_img
      • tf.keras.preprocessing.sequence
      • tf.keras.preprocessing.sequence.TimeseriesGenerator
      • tf.keras.preprocessing.sequence.make_sampling_table
      • tf.keras.preprocessing.sequence.pad_sequences
      • tf.keras.preprocessing.sequence.skipgrams
      • tf.keras.preprocessing.text
      • tf.keras.preprocessing.text.Tokenizer
      • tf.keras.preprocessing.text.hashing_trick
      • tf.keras.preprocessing.text.one_hot
      • tf.keras.preprocessing.text.text_to_word_sequence
      • tf.keras.regularizers
      • tf.keras.regularizers.L1L2
      • tf.keras.regularizers.Regularizer
      • tf.keras.regularizers.deserialize
      • tf.keras.regularizers.get
      • tf.keras.regularizers.l1
      • tf.keras.regularizers.l1_l2
      • tf.keras.regularizers.l2
      • tf.keras.regularizers.serialize
      • tf.keras.utils
      • tf.keras.utils.CustomObjectScope
      • tf.keras.utils.GeneratorEnqueuer
      • tf.keras.utils.HDF5Matrix
      • tf.keras.utils.OrderedEnqueuer
      • tf.keras.utils.Progbar
      • tf.keras.utils.Sequence
      • tf.keras.utils.SequenceEnqueuer
      • tf.keras.utils.convert_all_kernels_in_model
      • tf.keras.utils.custom_object_scope
      • tf.keras.utils.deserialize_keras_object
      • tf.keras.utils.get_custom_objects
      • tf.keras.utils.get_file
      • tf.keras.utils.get_source_inputs
      • tf.keras.utils.model_to_dot
      • tf.keras.utils.multi_gpu_model
      • tf.keras.utils.normalize
      • tf.keras.utils.plot_model
      • tf.keras.utils.serialize_keras_object
      • tf.keras.utils.to_categorical
      • tf.keras.wrappers
      • tf.keras.wrappers.scikit_learn
      • tf.keras.wrappers.scikit_learn.KerasClassifier
      • tf.keras.wrappers.scikit_learn.KerasRegressor
    • tf.linalg
      • tf.linalg.LinearOperator
      • tf.linalg.LinearOperatorAdjoint
      • tf.linalg.LinearOperatorBlockDiag
      • tf.linalg.LinearOperatorCirculant
      • tf.linalg.LinearOperatorCirculant2D
      • tf.linalg.LinearOperatorCirculant3D
      • tf.linalg.LinearOperatorComposition
      • tf.linalg.LinearOperatorDiag
      • tf.linalg.LinearOperatorFullMatrix
      • tf.linalg.LinearOperatorHouseholder
      • tf.linalg.LinearOperatorIdentity
      • tf.linalg.LinearOperatorInversion
      • tf.linalg.LinearOperatorKronecker
      • tf.linalg.LinearOperatorLowRankUpdate
      • tf.linalg.LinearOperatorLowerTriangular
      • tf.linalg.LinearOperatorScaledIdentity
      • tf.linalg.LinearOperatorToeplitz
      • tf.linalg.LinearOperatorZeros
      • tf.linalg.adjoint
      • tf.linalg.band_part
      • tf.linalg.cholesky
      • tf.linalg.cholesky_solve
      • tf.linalg.cross
      • tf.linalg.det
      • tf.linalg.diag
      • tf.linalg.diag_part
      • tf.linalg.eigh
      • tf.linalg.eigvalsh
      • tf.linalg.einsum
      • tf.linalg.expm
      • tf.linalg.eye
      • tf.linalg.global_norm
      • tf.linalg.inv
      • tf.linalg.l2_normalize
      • tf.linalg.logdet
      • tf.linalg.logm
      • tf.linalg.lstsq
      • tf.linalg.lu
      • tf.linalg.matmul
      • tf.linalg.matrix_transpose
      • tf.linalg.matvec
      • tf.linalg.norm
      • tf.linalg.normalize
      • tf.linalg.qr
      • tf.linalg.set_diag
      • tf.linalg.slogdet
      • tf.linalg.solve
      • tf.linalg.sqrtm
      • tf.linalg.svd
      • tf.linalg.tensor_diag
      • tf.linalg.tensor_diag_part
      • tf.linalg.tensordot
      • tf.linalg.trace
      • tf.linalg.triangular_solve
      • tf.linalg.tridiagonal_matmul
      • tf.linalg.tridiagonal_solve
    • tf.lite
      • tf.lite.Interpreter
      • tf.lite.OpsSet
      • tf.lite.Optimize
      • tf.lite.RepresentativeDataset
      • tf.lite.TFLiteConverter
      • tf.lite.TargetSpec
      • tf.lite.experimental
      • tf.lite.experimental.load_delegate
    • tf.lookup
      • tf.lookup.KeyValueTensorInitializer
      • tf.lookup.StaticHashTable
      • tf.lookup.StaticVocabularyTable
      • tf.lookup.TextFileIndex
      • tf.lookup.TextFileInitializer
      • tf.lookup.experimental
      • tf.lookup.experimental.DenseHashTable
    • tf.losses
    • tf.math
      • tf.math.abs
      • tf.math.accumulate_n
      • tf.math.acos
      • tf.math.acosh
      • tf.math.add
      • tf.math.add_n
      • tf.math.angle
      • tf.math.argmax
      • tf.math.argmin
      • tf.math.asin
      • tf.math.asinh
      • tf.math.atan
      • tf.math.atan2
      • tf.math.atanh
      • tf.math.bessel_i0
      • tf.math.bessel_i0e
      • tf.math.bessel_i1
      • tf.math.bessel_i1e
      • tf.math.betainc
      • tf.math.bincount
      • tf.math.ceil
      • tf.math.confusion_matrix
      • tf.math.conj
      • tf.math.cos
      • tf.math.cosh
      • tf.math.count_nonzero
      • tf.math.cumprod
      • tf.math.cumsum
      • tf.math.cumulative_logsumexp
      • tf.math.digamma
      • tf.math.divide
      • tf.math.divide_no_nan
      • tf.math.equal
      • tf.math.erf
      • tf.math.erfc
      • tf.math.exp
      • tf.math.expm1
      • tf.math.floor
      • tf.math.floordiv
      • tf.math.floormod
      • tf.math.greater
      • tf.math.greater_equal
      • tf.math.igamma
      • tf.math.igammac
      • tf.math.imag
      • tf.math.in_top_k
      • tf.math.invert_permutation
      • tf.math.is_finite
      • tf.math.is_inf
      • tf.math.is_nan
      • tf.math.is_non_decreasing
      • tf.math.is_strictly_increasing
      • tf.math.l2_normalize
      • tf.math.lbeta
      • tf.math.less
      • tf.math.less_equal
      • tf.math.lgamma
      • tf.math.log
      • tf.math.log1p
      • tf.math.log_sigmoid
      • tf.math.log_softmax
      • tf.math.logical_and
      • tf.math.logical_not
      • tf.math.logical_or
      • tf.math.logical_xor
      • tf.math.maximum
      • tf.math.minimum
      • tf.math.mod
      • tf.math.multiply
      • tf.math.multiply_no_nan
      • tf.math.negative
      • tf.math.nextafter
      • tf.math.not_equal
      • tf.math.polygamma
      • tf.math.polyval
      • tf.math.pow
      • tf.math.real
      • tf.math.reciprocal
      • tf.math.reciprocal_no_nan
      • tf.math.reduce_all
      • tf.math.reduce_any
      • tf.math.reduce_euclidean_norm
      • tf.math.reduce_logsumexp
      • tf.math.reduce_max
      • tf.math.reduce_mean
      • tf.math.reduce_min
      • tf.math.reduce_prod
      • tf.math.reduce_std
      • tf.math.reduce_sum
      • tf.math.reduce_variance
      • tf.math.rint
      • tf.math.round
      • tf.math.rsqrt
      • tf.math.scalar_mul
      • tf.math.segment_max
      • tf.math.segment_mean
      • tf.math.segment_min
      • tf.math.segment_prod
      • tf.math.segment_sum
      • tf.math.sigmoid
      • tf.math.sign
      • tf.math.sin
      • tf.math.sinh
      • tf.math.softmax
      • tf.math.softplus
      • tf.math.softsign
      • tf.math.sqrt
      • tf.math.square
      • tf.math.squared_difference
      • tf.math.subtract
      • tf.math.tan
      • tf.math.tanh
      • tf.math.top_k
      • tf.math.truediv
      • tf.math.unsorted_segment_max
      • tf.math.unsorted_segment_mean
      • tf.math.unsorted_segment_min
      • tf.math.unsorted_segment_prod
      • tf.math.unsorted_segment_sqrt_n
      • tf.math.unsorted_segment_sum
      • tf.math.xdivy
      • tf.math.xlogy
      • tf.math.zero_fraction
      • tf.math.zeta
    • tf.metrics
      • tf.nest
      • tf.nest.assert_same_structure
      • tf.nest.flatten
      • tf.nest.is_nested
      • tf.nest.map_structure
      • tf.nest.pack_sequence_as
    • tf.nn
      • tf.nn.RNNCellDeviceWrapper
      • tf.nn.RNNCellDropoutWrapper
      • tf.nn.RNNCellResidualWrapper
      • tf.nn.all_candidate_sampler
      • tf.nn.atrous_conv2d
      • tf.nn.atrous_conv2d_transpose
      • tf.nn.avg_pool
      • tf.nn.avg_pool1d
      • tf.nn.avg_pool2d
      • tf.nn.avg_pool3d
      • tf.nn.batch_norm_with_global_normalization
      • tf.nn.batch_normalization
      • tf.nn.bias_add
      • tf.nn.collapse_repeated
      • tf.nn.compute_accidental_hits
      • tf.nn.compute_average_loss
      • tf.nn.conv1d
      • tf.nn.conv1d_transpose
      • tf.nn.conv2d
      • tf.nn.conv2d_transpose
      • tf.nn.conv3d
      • tf.nn.conv3d_transpose
      • tf.nn.conv_transpose
      • tf.nn.convolution
      • tf.nn.crelu
      • tf.nn.ctc_beam_search_decoder
      • tf.nn.ctc_greedy_decoder
      • tf.nn.ctc_loss
      • tf.nn.ctc_unique_labels
      • tf.nn.depth_to_space
      • tf.nn.depthwise_conv2d
      • tf.nn.depthwise_conv2d_backprop_filter
      • tf.nn.depthwise_conv2d_backprop_input
      • tf.nn.dilation2d
      • tf.nn.dropout
      • tf.nn.elu
      • tf.nn.embedding_lookup
      • tf.nn.embedding_lookup_sparse
      • tf.nn.erosion2d
      • tf.nn.fixed_unigram_candidate_sampler
      • tf.nn.fractional_avg_pool
      • tf.nn.fractional_max_pool
      • tf.nn.in_top_k
      • tf.nn.l2_loss
      • tf.nn.l2_normalize
      • tf.nn.leaky_relu
      • tf.nn.learned_unigram_candidate_sampler
      • tf.nn.local_response_normalization
      • tf.nn.log_poisson_loss
      • tf.nn.log_softmax
      • tf.nn.lrn
      • tf.nn.max_pool
      • tf.nn.max_pool1d
      • tf.nn.max_pool2d
      • tf.nn.max_pool3d
      • tf.nn.max_pool_with_argmax
      • tf.nn.moments
      • tf.nn.nce_loss
      • tf.nn.normalize_moments
      • tf.nn.pool
      • tf.nn.relu
      • tf.nn.relu6
      • tf.nn.safe_embedding_lookup_sparse
      • tf.nn.sampled_softmax_loss
      • tf.nn.scale_regularization_loss
      • tf.nn.selu
      • tf.nn.separable_conv2d
      • tf.nn.sigmoid
      • tf.nn.sigmoid_cross_entropy_with_logits
      • tf.nn.softmax
      • tf.nn.softmax_cross_entropy_with_logits
      • tf.nn.softplus
      • tf.nn.softsign
      • tf.nn.space_to_batch
      • tf.nn.space_to_depth
      • tf.nn.sparse_softmax_cross_entropy_with_logits
      • tf.nn.sufficient_statistics
      • tf.nn.tanh
      • tf.nn.top_k
      • tf.nn.weighted_cross_entropy_with_logits
      • tf.nn.weighted_moments
      • tf.nn.with_space_to_batch
      • tf.nn.zero_fraction
    • tf.optimizers
      • tf.optimizers.Adadelta
      • tf.optimizers.Adagrad
      • tf.optimizers.Adam
      • tf.optimizers.Adamax
      • tf.optimizers.Ftrl
      • tf.optimizers.Nadam
      • tf.optimizers.Optimizer
      • tf.optimizers.RMSprop
      • tf.optimizers.SGD
      • tf.optimizers.deserialize
      • tf.optimizers.get
      • tf.optimizers.schedules
      • tf.optimizers.schedules.ExponentialDecay
      • tf.optimizers.schedules.InverseTimeDecay
      • tf.optimizers.schedules.LearningRateSchedule
      • tf.optimizers.schedules.PiecewiseConstantDecay
      • tf.optimizers.schedules.PolynomialDecay
      • tf.optimizers.schedules.deserialize
      • tf.optimizers.schedules.serialize
      • tf.optimizers.serialize
    • tf.quantization
      • tf.quantization.dequantize
      • tf.quantization.fake_quant_with_min_max_args
      • tf.quantization.fake_quant_with_min_max_args_gradient
      • tf.quantization.fake_quant_with_min_max_vars
      • tf.quantization.fake_quant_with_min_max_vars_gradient
      • tf.quantization.fake_quant_with_min_max_vars_per_channel
      • tf.quantization.fake_quant_with_min_max_vars_per_channel_gradient
      • tf.quantization.quantize
      • tf.quantization.quantize_and_dequantize
      • tf.quantization.quantized_concat
    • tf.queue
      • tf.queue.FIFOQueue
      • tf.queue.PaddingFIFOQueue
      • tf.queue.PriorityQueue
      • tf.queue.QueueBase
      • tf.queue.RandomShuffleQueue
    • tf.ragged
      • tf.ragged.boolean_mask
      • tf.ragged.constant
      • tf.ragged.map_flat_values
      • tf.ragged.range
      • tf.ragged.row_splits_to_segment_ids
      • tf.ragged.segment_ids_to_row_splits
      • tf.ragged.stack
      • tf.ragged.stack_dynamic_partitions
    • tf.random
      • tf.random.all_candidate_sampler
      • tf.random.categorical
      • tf.random.fixed_unigram_candidate_sampler
      • tf.random.gamma
      • tf.random.learned_unigram_candidate_sampler
      • tf.random.log_uniform_candidate_sampler
      • tf.random.normal
      • tf.random.poisson
      • tf.random.set_seed
      • tf.random.shuffle
      • tf.random.stateless_categorical
      • tf.random.stateless_normal
      • tf.random.stateless_truncated_normal
      • tf.random.stateless_uniform
      • tf.random.truncated_normal
      • tf.random.uniform
      • tf.random.uniform_candidate_sampler
      • tf.random.experimental
        • tf.random.experimental.Generator
        • tf.random.experimental.create_rng_state
        • tf.random.experimental.get_global_generator
        • tf.random.experimental.set_global_generator
    • tf.raw_ops
    • tf.saved_model
    • tf.sets
      • tf.sets.difference
      • tf.sets.intersection
      • tf.sets.size
      • tf.sets.union
    • tf.signal
      • tf.signal.dct
      • tf.signal.fft
      • tf.signal.fft2d
      • tf.signal.fft3d
      • tf.signal.fftshift
      • tf.signal.frame
      • tf.signal.hamming_window
      • tf.signal.hann_window
      • tf.signal.idct
      • tf.signal.ifft
      • tf.signal.ifft2d
      • tf.signal.ifft3d
      • tf.signal.ifftshift
      • tf.signal.inverse_stft
      • tf.signal.inverse_stft_window_fn
      • tf.signal.irfft
      • tf.signal.irfft2d
      • tf.signal.irfft3d
      • tf.signal.linear_to_mel_weight_matrix
      • tf.signal.mfccs_from_log_mel_spectrograms
      • tf.signal.overlap_and_add
      • tf.signal.rfft
      • tf.signal.rfft2d
      • tf.signal.rfft3d
      • tf.signal.stft
    • tf.sparse
      • tf.sparse.SparseTensor
      • tf.sparse.add
      • tf.sparse.concat
      • tf.sparse.cross
      • tf.sparse.cross_hashed
      • tf.sparse.expand_dims
      • tf.sparse.eye
      • tf.sparse.fill_empty_rows
      • tf.sparse.from_dense
      • tf.sparse.mask
      • tf.sparse.maximum
      • tf.sparse.minimum
      • tf.sparse.reduce_max
      • tf.sparse.reduce_sum
      • tf.sparse.reorder
      • tf.sparse.reset_shape
      • tf.sparse.reshape
      • tf.sparse.retain
      • tf.sparse.segment_mean
      • tf.sparse.segment_sqrt_n
      • tf.sparse.segment_sum
      • tf.sparse.slice
      • tf.sparse.softmax
      • tf.sparse.sparse_dense_matmul
      • tf.sparse.split
      • tf.sparse.to_dense
      • tf.sparse.to_indicator