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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
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© Copyright 2017, Javier Cózar, Rafael Cabañas, Antonio Salmerón, Andrés R. Masegosa Revision a9530ff7.

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