Monte Carlo Methods

• Likelihood, Prior, Posterior

• Propagation of Uncertainties

• Metropolis-Hastings MCMC from scratch

• Affine-invariant MCMC using emcee

• Nested Sampling

  • Code: dynesty

  • Code: ultranest

• Hamiltonian Monte Carlo (HMC)

  • Article: A Conceptual Introduction to HMC

  • No U-Turn Sampler using pymc

• Sampling methods demo

  • Samplers from Scratch

  • Implementation using bilby

• Convergence Tests

• Autocorrelation

• Evidence

• Model Comparison

Reporting MCMC Results

• Article

• Posteriors vs Point Estimates

• Percentiles