Latent Force Models

GPy: A Gaussian Process Framework in Python

https://github.com/SheffieldML/GPy

GPy: A Gaussian Process Framework in Python

  • BSD Licensed software base.
  • Wide availability of libraries, ‘modern’ scripting language.
  • Allows us to set projects to undergraduates in Comp Sci that use GPs.
  • Available through GitHub https://github.com/SheffieldML/GPy
  • Reproducible Research with Jupyter Notebook.

Features

  • Probabilistic-style programming (specify the model, not the algorithm).
  • Non-Gaussian likelihoods.
  • Multivariate outputs.
  • Dimensionality reduction.
  • Approximations for large data sets.

Thanks!

References