|---| | [ View source on GitHub](https://github.com/tensorflow/probability/blob/v0.25.0/tensorflow_probability/__init__.py) | Tools for probabilistic reasoning in TensorFlow. ## Modules [`bijectors`](https://www.tensorflow.org/probability/api_docs/python/tfp/bijectors) module: Bijective transformations. [`debugging`](https://www.tensorflow.org/probability/api_docs/python/tfp/debugging) module: TensorFlow Probability debugging package. [`distributions`](https://www.tensorflow.org/probability/api_docs/python/tfp/distributions) module: Statistical distributions. [`experimental`](https://www.tensorflow.org/probability/api_docs/python/tfp/experimental) module: TensorFlow Probability API-unstable package. [`glm`](https://www.tensorflow.org/probability/api_docs/python/tfp/glm) module: TensorFlow Probability GLM python package. [`layers`](https://www.tensorflow.org/probability/api_docs/python/tfp/layers) module: Probabilistic Layers. [`math`](https://www.tensorflow.org/probability/api_docs/python/tfp/math) module: TensorFlow Probability math functions. [`mcmc`](https://www.tensorflow.org/probability/api_docs/python/tfp/mcmc) module: TensorFlow Probability MCMC python package. [`monte_carlo`](https://www.tensorflow.org/probability/api_docs/python/tfp/monte_carlo) module: Support for Monte Carlo expectations. [`optimizer`](https://www.tensorflow.org/probability/api_docs/python/tfp/optimizer) module: TensorFlow Probability Optimizer python package. [`random`](https://www.tensorflow.org/probability/api_docs/python/tfp/random) module: TensorFlow Probability random samplers/utilities. [`stats`](https://www.tensorflow.org/probability/api_docs/python/tfp/stats) module: Statistical functions. [`sts`](https://www.tensorflow.org/probability/api_docs/python/tfp/sts) module: Framework for Bayesian structural time series models. [`util`](https://www.tensorflow.org/probability/api_docs/python/tfp/util) module: TensorFlow Probability python utilities. [`vi`](https://www.tensorflow.org/probability/api_docs/python/tfp/vi) module: Methods and objectives for variational inference.


| ## Other Members || |---|---| | **version** | `'0.25.0'` |