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TensorFlow
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  • Introduction
    New to TensorFlow?
  • Tutorials
    Learn how to use TensorFlow with end-to-end examples
  • Guide
    Learn framework concepts and components
  • Learn ML
    Educational resources to master your path with TensorFlow
API
  • TensorFlow (v2.16.1)
  • Versions…
  • TensorFlow.js
  • TensorFlow Lite
  • TFX
Resources
  • LIBRARIES
  • TensorFlow.js
    Develop web ML applications in JavaScript
  • TensorFlow Lite
    Deploy ML on mobile, microcontrollers and other edge devices
  • TFX
    Build production ML pipelines
  • All libraries
    Create advanced models and extend TensorFlow
  • RESOURCES
  • Models & datasets
    Pre-trained models and datasets built by Google and the community
  • Tools
    Tools to support and accelerate TensorFlow workflows
  • Responsible AI
    Resources for every stage of the ML workflow
  • Recommendation systems
    Build recommendation systems with open source tools
Community
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    User groups, interest groups and mailing lists
  • Contribute
    Guide for contributing to code and documentation
  • Blog
    Stay up to date with all things TensorFlow
  • Forum
    Discussion platform for the TensorFlow community
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TensorFlow
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  • All Symbols
  • tfdf
    • Overview
  • tfdf.builder
    • Overview
    • AbstractBuilder
    • AbstractDecisionForestBuilder
    • AdvancedArguments
    • CARTBuilder
    • Enum
    • GradientBoostedTreeBuilder
    • ModelFormat
    • RandomForestBuilder
    • dataclass
  • tfdf.check_version
    • Overview
    • check_version
    • info_fail_to_load_custom_op
  • tfdf.inspector
    • Overview
    • AbstractInspector
    • Evaluation
    • IterNodeResult
    • SimpleColumnSpec
    • TrainLog
    • detect_model_file_prefix
    • make_inspector
  • tfdf.keras
    • Overview
    • AdvancedArguments
    • CartModel
    • CoreModel
    • DistributedGradientBoostedTreesModel
    • FeatureSemantic
    • FeatureUsage
    • GradientBoostedTreesModel
    • Monotonic
    • MultiTaskItem
    • RandomForestModel
    • build_default_feature_signature
    • build_default_input_model_signature
    • get_all_models
    • get_worker_idx_and_num_workers
    • pd_dataframe_to_tf_dataset
    • set_training_logs_redirection
    • yggdrasil_model_to_keras_model
    • core
      • Overview
      • HyperParameterTemplate
      • HyperParameters
      • InferenceCoreModel
      • MonotonicConstraint
      • NodeFormat
      • YggdrasilDeploymentConfig
      • YggdrasilDeploymentConfig.Local
      • YggdrasilTrainingConfig
      • datetime
      • no_automatic_dependency_tracking
    • wrappers
      • Overview
      • CartModel
      • DistributedGradientBoostedTreesModel
      • GradientBoostedTreesModel
      • HyperparameterOptimizerModel
      • MultitaskerModel
      • RandomForestModel
  • tfdf.model_plotter
    • Overview
    • DisplayOptions
    • plot_model
    • plot_model_in_colab
    • plot_tree
  • tfdf.py_tree
    • Overview
    • condition
      • Overview
      • AbstractCondition
      • CategoricalIsInCondition
      • CategoricalSetContainsCondition
      • IsMissingInCondition
      • IsTrueCondition
      • NumericalHigherThanCondition
      • NumericalSparseObliqueCondition
      • column_spec_bitmap_to_items
      • column_spec_items_to_bitmap
      • core_condition_to_condition
      • set_core_node
    • dataspec
      • Overview
      • categorical_column_dictionary_to_list
      • categorical_value_idx_to_value
      • categorical_vocab_iterator
      • column_name_to_column_idx
      • discretized_numerical_to_numerical
      • label_value_idx_to_value
      • make_simple_column_spec
    • node
      • Overview
      • AbstractNode
      • AbstractValue
      • LeafNode
      • NonLeafNode
      • ScanStructureAccumulator
      • ScanStructureAccumulatorContainsInt
      • core_node_to_node
      • defaultdict
      • node_to_core_node
    • objective
      • Overview
      • AbstractObjective
      • AbstractUpliftObjective
      • CategoricalUpliftObjective
      • ClassificationObjective
      • NumericalUpliftObjective
      • RankingObjective
      • RegressionObjective
    • tree
      • Overview
      • Tree
    • value
      • Overview
      • ProbabilityValue
      • RegressionValue
      • UpliftValue
      • core_value_to_value
      • set_core_node
  • tfdf.tuner
    • Overview
    • HPOptProto
    • RandomSearch
    • SearchSpace
    • Tuner
  • Introduction
  • Tutorials
  • Guide
  • Learn ML
  • TensorFlow (v2.16.1)
  • Versions…
  • TensorFlow.js
  • TensorFlow Lite
  • TFX
  • LIBRARIES
  • TensorFlow.js
  • TensorFlow Lite
  • TFX
  • All libraries
  • RESOURCES
  • Models & datasets