Statistical Distributions
Statistical Distributions (contrib)
Classes representing statistical distributions and ops for working with them.
Classes for statistical distributions
Classes that represent batches of statistical distributions. Each class is initialized with parameters that define the distributions.
Base classes
Univariate (scalar) distributions
tf.contrib.distributions.Binomial
tf.contrib.distributions.Bernoulli
tf.contrib.distributions.BernoulliWithSigmoidProbs
tf.contrib.distributions.Beta
tf.contrib.distributions.Categorical
tf.contrib.distributions.Chi2
tf.contrib.distributions.Chi2WithAbsDf
tf.contrib.distributions.Exponential
tf.contrib.distributions.Gamma
tf.contrib.distributions.InverseGamma
tf.contrib.distributions.Laplace
tf.contrib.distributions.LaplaceWithSoftplusScale
tf.contrib.distributions.Normal
tf.contrib.distributions.NormalWithSoftplusScale
tf.contrib.distributions.Poisson
tf.contrib.distributions.StudentT
tf.contrib.distributions.StudentTWithAbsDfSoftplusScale
tf.contrib.distributions.Uniform
Multivariate distributions
Multivariate normal
tf.contrib.distributions.MultivariateNormalDiag
tf.contrib.distributions.MultivariateNormalTriL
tf.contrib.distributions.MultivariateNormalDiagPlusLowRank
tf.contrib.distributions.MultivariateNormalDiagWithSoftplusScale
Other multivariate distributions
tf.contrib.distributions.Dirichlet
tf.contrib.distributions.DirichletMultinomial
tf.contrib.distributions.Multinomial
tf.contrib.distributions.WishartCholesky
tf.contrib.distributions.WishartFull
Multivariate Utilities
Transformed distributions
Mixture Models
Posterior inference with conjugate priors
Functions that transform conjugate prior/likelihood pairs to distributions representing the posterior or posterior predictive.
Normal likelihood with conjugate prior
tf.contrib.distributions.normal_conjugates_known_scale_posterior
tf.contrib.distributions.normal_conjugates_known_scale_predictive
Kullback-Leibler Divergence
Utilities
© 2017 The TensorFlow Authors. All rights reserved.
Licensed under the Creative Commons Attribution License 3.0.
Code samples licensed under the Apache 2.0 License.
https://www.tensorflow.org/api_guides/python/contrib.distributions