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.