Microsoft Technology Licensing, LLC

Ilya Matiach

Sudarshan Raghunathan

Tong Wen

Lev Lipkin

Anthony Christopher Karloff

Chi Ken Cheng Tsui

Akshaya Annavajhala

Chang Young Park

Executing a graph. A method includes identifying that a graph includes one or more nodes having input ports that are coupled to alternative inputs. The method further includes identifying permutations of inputs where each permutation uses one of the alternative inputs. The method further includes executing the graph for each of the identified permutations. The method further includes identifying a metric for each execution of the graph for each of the permutations. The method further includes providing a user with an indication of the metrics.

Variations in experiment graphs for machine learning

Various embodiments herein each include at least one of systems, methods, and software for instantiating, executing, and operating dynamic hybrid computing environments, such as in cloud computing. Some such embodiments include allocating computing resources of a first server cluster to instantiate a first cluster and to establish a computing session. This embodiment may then initiate execution of a program within the first cluster that offloads at least one computing task to a second cluster, when the second cluster is instantiated, to leverage high-computing speed performance capabilities of the second cluster with regard to certain computing operations. Upon completion of program execution, the second cluster is then deallocated.

Dynamic hybrid computing environment

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Quincy, MA, United States of America

Ilya Matiach