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Module: tf.distributions

Core module for TensorFlow distribution objects and helpers.

Classes

class Bernoulli: Bernoulli distribution.

class Beta: Beta distribution.

class Categorical: Categorical distribution.

class Dirichlet: Dirichlet distribution.

class DirichletMultinomial: Dirichlet-Multinomial compound distribution.

class Distribution: A generic probability distribution base class.

class Exponential: Exponential distribution.

class Gamma: Gamma distribution.

class Laplace: The Laplace distribution with location loc and scale parameters.

class Multinomial: Multinomial distribution.

class Normal: The Normal distribution with location loc and scale parameters.

class RegisterKL: Decorator to register a KL divergence implementation function.

class ReparameterizationType: Instances of this class represent how sampling is reparameterized.

class StudentT: Student's t-distribution.

class Uniform: Uniform distribution with low and high parameters.

Functions

kl_divergence(...): Get the KL-divergence KL(distribution_a || distribution_b). (deprecated)

Other Members

• FULLY_REPARAMETERIZED
• NOT_REPARAMETERIZED
[{ "type": "thumb-down", "id": "missingTheInformationINeed", "label":"Missing the information I need" },{ "type": "thumb-down", "id": "tooComplicatedTooManySteps", "label":"Too complicated / too many steps" },{ "type": "thumb-down", "id": "outOfDate", "label":"Out of date" },{ "type": "thumb-down", "id": "samplesCodeIssue", "label":"Samples / code issue" },{ "type": "thumb-down", "id": "otherDown", "label":"Other" }]
[{ "type": "thumb-up", "id": "easyToUnderstand", "label":"Easy to understand" },{ "type": "thumb-up", "id": "solvedMyProblem", "label":"Solved my problem" },{ "type": "thumb-up", "id": "otherUp", "label":"Other" }]