.. currentmodule: mlens.parallel.learner

Sequential Mechanics

ML-Ensemble is designed to provide an easy user interface. But it is also designed to be extremely flexible, all the wile providing maximum concurrency at minimal memory consumption. The lower-level API that builds the ensemble and manages the computations is constructed in as modular a fashion as possible.

The low-level API introduces a computational graph-like environment that you can directly exploit to gain further control over your ensemble. In fact, building your ensemble through the low-level API is almost as straight forward as using the high-level API. In this tutorial, we will walk through the key core :class:Learner class.