Abstract: Systems, apparatus, articles of manufacture, and methods are disclosed that direct transmission of data between network-connected devices including circuitry, instructions, and programmable circuitry to at least one of instantiate or execute the instructions to cause the interface circuitry to identify a neural network (NN) to a first device of a first combination of devices corresponding to a first network topology, cause the first device to process first data with a first portion of the NN, and cause a second device of a second combination of devices to process second data with a second portion of the NN, the second combination of devices corresponding to a second network topology.

Abstract: A mechanism is described for facilitating data gathering and expectations setting according to one embodiment. A method of embodiments, as described herein, includes detecting an invitation relating to an event, where the invitation may include an invitation to an invitee to attend the event. The method may further include obtaining data relating to the event from a plurality of sources, where the data further relates to other invitees of the event. The method may further include interpreting the obtained data based on one or more of filtering factors and relevancy factors, generating recommendations based on the interpreted data, where the recommendations may include expectations relating to the event. The method may further include facilitating communication of the recommendations to set the expectations for the invitee in anticipation of the event.