tfc.distributions.estimate_tails

Skip to main content

Install Learn

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

Ecosystem

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

Groups

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

Why TensorFlow

About
Case studies

/

English
中文 – 简体

GitHub

Sign in

TensorFlow v2.16.1

Overview Python C++ Java More

Install
Learn
- More
API
- More
- Overview
- Python
- C++
- Java
- More
Ecosystem
- More
Community
- More
Why TensorFlow
- More
GitHub

Overview
TensorFlow Models
tfm
- Overview
tfm.core
- Overview
- actions
- base_task
- base_trainer
- config_definitions
- exp_factory
- export_base
- file_writers
  - Overview
  - write_small_dataset
- input_reader
- registry
- savedmodel_checkpoint_manager
- task_factory
- tf_example_builder
- tf_example_feature_key
- train_lib
- train_utils
tfm.hyperparams
- Overview
- Config
- OneOfConfig
- ParamsDict
- bind
- nested_csv_str_to_json_str
- override_params_dict
- read_yaml_to_params_dict
- save_params_dict_to_yaml
- base_config
  - Overview
- oneof
  - Overview
- params_dict
  - Overview
tfm.nlp
tfm.optimization
- Overview
- AdafactorConfig
- AdagradConfig
- AdamConfig
- AdamExperimentalConfig
- AdamWeightDecayConfig
- AdamWeightDecayExperimentalConfig
- BaseOptimizerConfig
- ConstantLrConfig
- CosineDecayWithOffset
- CosineDecayWithOffset.base_lr_class
- CosineLrConfig
- DirectPowerDecay
- DirectPowerLrConfig
- EMAConfig
- ExponentialDecayWithOffset
- ExponentialDecayWithOffset.base_lr_class
- ExponentialLrConfig
- ExponentialMovingAverage
- LAMBConfig
- LARSConfig
- LinearWarmup
- LinearWarmupConfig
- LrConfig
- OptimizationConfig
- OptimizerConfig
- OptimizerFactory
- PiecewiseConstantDecayWithOffset
- PiecewiseConstantDecayWithOffset.base_lr_class
- PolynomialDecayWithOffset
- PolynomialDecayWithOffset.base_lr_class
- PolynomialLrConfig
- PolynomialWarmUp
- PolynomialWarmupConfig
- PowerAndLinearDecay
- PowerAndLinearDecayLrConfig
- PowerDecayWithOffset
- PowerDecayWithOffsetLrConfig
- RMSPropConfig
- SGDConfig
- SGDExperimentalConfig
- SLIDEConfig
- StepCosineDecayWithOffset
- StepCosineLrConfig
- StepwiseLrConfig
- WarmupConfig
- register_optimizer_cls
- adafactor_optimizer
  - Overview
- configs
  - Overview
- ema_optimizer
  - Overview
  - maybe_merge_call
- lamb
- lars
  - Overview
  - LARS
- legacy_adamw
  - Overview
  - AdamWeightDecay
- lr_cfg
  - Overview
- lr_schedule
  - Overview
- math
  - Overview
  - acos
  - acosh
  - asin
  - asinh
  - atan
  - atan2
  - atanh
  - ceil
  - comb
  - copysign
  - cos
  - cosh
  - degrees
  - dist
  - erf
  - erfc
  - exp
  - expm1
  - fabs
  - factorial
  - floor
  - fmod
  - frexp
  - fsum
  - gamma
  - gcd
  - hypot
  - isclose
  - isfinite
  - isinf
  - isnan
  - isqrt
  - lcm
  - ldexp
  - lgamma
  - log
  - log10
  - log1p
  - log2
  - modf
  - nextafter
  - perm
  - pow
  - prod
  - radians
  - remainder
  - sin
  - sinh
  - sqrt
  - tan
  - tanh
  - trunc
  - ulp
- opt_cfg
  - Overview
- optimizer_factory
  - Overview
- slide_optimizer
  - Overview
tfm.utils
tfm.vision