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0.6.0
  • Getting Started with NumPyro

API and Developer Reference

  • API Reference
  • Change Log

Introductory Tutorials

  • Bayesian Regression Using NumPyro
  • Bayesian Hierarchical Linear Regression
  • Example: Baseball Batting Average
  • Example: Variational Autoencoder
  • Example: Neal’s Funnel
  • Example: Stochastic Volatility

Discrete Latent Variables

  • Example: Bayesian Models of Annotation
  • Example: Enumerate Hidden Markov Model
  • Example: CJS Capture-Recapture Model for Ecological Data
  • Bayesian Imputation for Missing Values in Discrete Covariates

Applications

  • Time Series Forecasting
  • Ordinal Regression
  • Bayesian Imputation
  • Example: Gaussian Process
  • Example: Bayesian Neural Network
  • Example: Sparse Regression
  • Example: Proportion Test
  • Example: Generalized Linear Mixed Models
  • Example: Hamiltonian Monte Carlo with Energy Conserving Subsampling
  • Example: Hidden Markov Model
  • Example: Predator-Prey Model
  • Example: Neural Transport
  • Example: MCMC Methods for Tall Data
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NumPyro documentation¶

  • Getting Started with NumPyro

API and Developer Reference

  • API Reference
  • Change Log

Introductory Tutorials¶

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Bayesian Regression Using NumPyro

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Bayesian Hierarchical Linear Regression

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Example: Baseball Batting Average

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Example: Variational Autoencoder

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Example: Neal’s Funnel

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Example: Stochastic Volatility

Discrete Latent Variables¶

thumbnail

Example: Bayesian Models of Annotation

thumbnail

Example: Enumerate Hidden Markov Model

thumbnail

Example: CJS Capture-Recapture Model for Ecological Data

thumbnail

Bayesian Imputation for Missing Values in Discrete Covariates

Applications¶

thumbnail

Time Series Forecasting

thumbnail

Ordinal Regression

thumbnail

Bayesian Imputation

thumbnail

Example: Gaussian Process

thumbnail

Example: Bayesian Neural Network

thumbnail

Example: Sparse Regression

thumbnail

Example: Proportion Test

thumbnail

Example: Generalized Linear Mixed Models

thumbnail

Example: Hamiltonian Monte Carlo with Energy Conserving Subsampling

thumbnail

Example: Hidden Markov Model

thumbnail

Example: Predator-Prey Model

thumbnail

Example: Neural Transport

thumbnail

Example: MCMC Methods for Tall Data

Indices and tables¶

  • Index
  • Module Index
  • Search Page
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