Sony Group Corporation

Sony Interactive Entertainment Inc.

Sony Corporation of America

Dion Whitehead

Peter R Wurman

Piyush Khandelwal

Rory Douglas

Leon Barrett

Justin V Beltran

James MacGlashan

Samuel Barrett

Kaushik Subramanian

Rabih Abdul Ahad

Bandaly Azzam

Houmehr Aghabozorgi

Leilani Gilpin

Thomas Walsh

A user interface (UI), for analyzing model training runs, tracking and visualizing various aspects of machine learning experiments, can be used when training an artificial intelligent agent in, for example, a racing game environment. The UI can be web-based and can allow researchers to easily see the status of their experiments. The UI can include an experiment synchronized event viewer that can synchronizes visualizations, videos, and timeline/metrics graphs in the experiment. This viewer allows researchers to see how experiments unfold in great detail. The UI can further include experiment event annotations that can generate event annotations. These annotations can be displayed via the synchronized event viewer. The UI can be used to consider consolidated results across experiments and can further consider videos. For example, the UI can provide a reusable dashboard that can capture and compare metrics across multiple experiments.

User interface for operating artificial intelligence experiments

An artificial intelligent agent can act as a player in a video game, such as a racing video game. The game can be completely external to the agent and can run in real time. In this way, the training system is much more like a real world system. The consoles on which the game runs for training the agent are provided in a cloud computing environment. The agents and the trainers can run on other computing devices in the cloud, where the system can choose the trainers and agent compute based on proximity to console, for example. Users can choose the game they want to run and submit code which can be built and deployed to the cloud system. A resource management service can monitor game console resources between human users and research usage and identify experiments for suspension to ensure enough game consoles for human users.

Methods for controlling use of computing resources, such as virtual game consoles

Growing community of inventors

San Diego, CA, United States of America

Dion Whitehead