User’s Guide

This section provides examples and some narrative description about the usage of CmdStanPy.

• Overview
• “Hello, World!”
• CmdStanPy Workflow
• Controlling Outputs
• CmdStanPy Examples
  • MCMC Sampling
  • Maximum Likelihood Estimation
  • Variational Inference using Pathfinder
  • Variational Inference using ADVI
  • Using Variational Estimates to Initialize the NUTS-HMC Sampler
  • Generating new quantities of interest.
  • Advanced Topic: Using External C++ Functions

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