Tools for probabilistic reasoning in TensorFlow.
Modules
bijectors
module: Bijector Ops.
distributions
module: Statistical distributions and bijective transformations.
edward2
module: Edward2 probabilistic programming language.
glm
module: TensorFlow Probability GLM python package.
layers
module: Probabilistic Layers.
math
module: TensorFlow Probability math functions.
mcmc
module: TensorFlow Probability MCMC python package.
monte_carlo
module: Monte Carlo integration and helpers.
optimizer
module: TensorFlow Probability Optimizer python package.
positive_semidefinite_kernels
module: Positive-semidefinite kernels package.
sts
module: Framework for Bayesian structural time series models.
trainable_distributions
module: Trainable distributions.
util
module: TensorFlow Probability python utilities.
vi
module: Methods and objectives for variational inference.