An example system includes prediction workers, training workers, and a parameter server.
The prediction workers store a local copy of a machine-learned model and run the mode …

Embodiments of the present application disclose a cluster-based word vector processing
method, apparatus, and device. Solutions are include: in a cluster having a server cluster …

Methods, apparatus, systems and articles of manufacture to reconstruct scenes using
convolutional neural networks are disclosed. An example apparatus includes a sensor data …

Exemplary embodiments provide distributed parallel training of a machine learning model.
Multiple processors may be used to train a machine learning model to reduce training time …

(57) ABSTRACT A framework for rapidly prototyping federated learning algorithms.
Specifically, the disclosed framework proposes a method and system for evaluating different …

Tensor comparison across a network by determining a first parameter of a first vector
representation of a first tensor object associated with a first processor, receiving a second …

The present disclosure provides systems and methods for the management and/or
evaluation of machine learned models based on locally logged data. In one example, a user …

A cluster includes a server cluster and a worker computer cluster. Each worker computer
included in the worker computer cluster separately obtains a word and at least one context …