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Quick Start
Getting Started
Installation
30 seconds to InferPy
Guiding Principles
Features
Architecture
Requirements
System
Package Dependencies
Installation
Inferpy vs Others
Comparison: Logistic Regression
Setting up
Model definition
Sample form the pior model
Inference
Usage of the inferred model
Comparison: Variational auto-encoder
Setting up
Model definition
Inference
Setting up the inference and batched data
Optimization loop
Usage of the inferred model
Guides
Guide to Probabilistic Models
Getting Started with Probabilistic Models
Random Variables
Probabilistic Models
Supported Probability Distributions
Guide to Approximate Inference
Variational Inference
Custom Loss function
Markov Chain Monte Carlo
Queries
Building Query objects
Action functions
Example
Guide to Bayesian Deep Learning
Models Containing Neural Networks
Bayesian Neural Networks
Guide to Data Handling
CSV files
Data in memory
Properties
Extracting data
Usage with probabilistic models
Guide to Advanced Setup
Using GPUs with InferPy
Dependencies
Configure default float type
Video tutorials
Examples
Probabilistic Model Zoo
Bayesian Linear Regression
Bayesian Logistic Regression
Linear Factor Model (PCA)
Non-linear Factor Model (NLPCA)
Variational auto-encoder (VAE)
Bayesian Neural Networks
Data
Learning Standard Neural Networks
Learning Bayesian Neural Networks
Mixture Density Networks
Data
Fitting a Neural Network
Mixture Density Network (MDN)
Inference
Acknowledgments
Package Reference
inferpy package
Subpackages
inferpy.contextmanager package
Submodules
inferpy.contextmanager.data_model module
inferpy.contextmanager.evidence module
inferpy.contextmanager.layer_registry module
inferpy.contextmanager.randvar_registry module
Module contents
inferpy.data package
Submodules
inferpy.data.loaders module
inferpy.data.mnist module
Module contents
inferpy.inference package
Subpackages
Submodules
inferpy.inference.inference module
inferpy.inference.mcmc module
Module contents
inferpy.layers package
Submodules
inferpy.layers.sequential module
Module contents
inferpy.models package
Submodules
inferpy.models.parameter module
inferpy.models.prob_model module
inferpy.models.random_variable module
Module contents
inferpy.queries package
Submodules
inferpy.queries.query module
Module contents
inferpy.util package
Submodules
inferpy.util.common module
inferpy.util.interceptor module
inferpy.util.iterables module
inferpy.util.name module
inferpy.util.runtime module
inferpy.util.session module
inferpy.util.startup module
inferpy.util.tf_graph module
Module contents
Module contents
inferpy.contextmanager package
Submodules
inferpy.contextmanager.data_model module
inferpy.contextmanager.evidence module
inferpy.contextmanager.layer_registry module
inferpy.contextmanager.randvar_registry module
Module contents
inferpy.data package
Submodules
inferpy.data.loaders module
inferpy.data.mnist module
Module contents
inferpy.inference package
Subpackages
inferpy.inference.variational package
Subpackages
Submodules
inferpy.inference.variational.svi module
inferpy.inference.variational.vi module
Module contents
Submodules
inferpy.inference.inference module
inferpy.inference.mcmc module
Module contents
inferpy.layers package
Submodules
inferpy.layers.sequential module
Module contents
inferpy.models package
Submodules
inferpy.models.parameter module
inferpy.models.prob_model module
inferpy.models.random_variable module
Module contents
inferpy.queries package
Submodules
inferpy.queries.query module
Module contents
inferpy.util package
Submodules
inferpy.util.common module
inferpy.util.interceptor module
inferpy.util.iterables module
inferpy.util.name module
inferpy.util.runtime module
inferpy.util.session module
inferpy.util.startup module
inferpy.util.tf_graph module
Module contents
Other
Contact and Support
Acknowledgements
InferPy
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inferpy package
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inferpy package
¶
Subpackages
¶
inferpy.contextmanager package
Submodules
inferpy.contextmanager.data_model module
inferpy.contextmanager.evidence module
inferpy.contextmanager.layer_registry module
inferpy.contextmanager.randvar_registry module
Module contents
inferpy.data package
Submodules
inferpy.data.loaders module
inferpy.data.mnist module
Module contents
inferpy.inference package
Subpackages
inferpy.inference.variational package
Subpackages
inferpy.inference.variational.loss_functions package
Submodules
inferpy.inference.variational.loss_functions.elbo module
Module contents
Submodules
inferpy.inference.variational.svi module
inferpy.inference.variational.vi module
Module contents
Submodules
inferpy.inference.inference module
inferpy.inference.mcmc module
Module contents
inferpy.layers package
Submodules
inferpy.layers.sequential module
Module contents
inferpy.models package
Submodules
inferpy.models.parameter module
inferpy.models.prob_model module
inferpy.models.random_variable module
Module contents
inferpy.queries package
Submodules
inferpy.queries.query module
Module contents
inferpy.util package
Submodules
inferpy.util.common module
inferpy.util.interceptor module
inferpy.util.iterables module
inferpy.util.name module
inferpy.util.runtime module
inferpy.util.session module
inferpy.util.startup module
inferpy.util.tf_graph module
Module contents
Module contents
¶
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