To explore different use cases of PyPAL, we recommend checking out the example notebooks. All notebooks can be run without installation on MyBinder. In the folder, you find the notebooks with the output cells, if you rerun them, the execution should not take more than a few minutes.
GPy
building a pal_coregionalized GPR model using pypal.pal.models.gpr.build_coregionalized_model()
pypal.pal.models.gpr.build_coregionalized_model()
using coregionalized models with pypal.pal.pal_coregionalized.PALCoregionalized
pypal.pal.pal_coregionalized.PALCoregionalized
attributes of the PAL instance
PAL
pypal.pal.utils.exhaust_loop()
sklearn
using sklearn models with pypal.pal.pal_sklearn.PALSklearn
pypal.pal.pal_sklearn.PALSklearn
selecting an initial set with pypal.pal.utils.get_maxmin_samples()
pypal.pal.utils.get_maxmin_samples()
plotting with pypal.plotting.make_jointplot()
pypal.plotting.make_jointplot()
Using LightGBM models with quantile loss with pypal.pal.pal_gbdt.PALGBDT
pypal.pal.pal_gbdt.PALGBDT
selecting an initial set with pypal.pal.utils.get_kmeans_samples()
pypal.pal.utils.get_kmeans_samples()