A video server is configured to provide streaming video to players of computer games over a computing network. The video server can provided video of different games to different players simultaneously. This is accomplished by rendering several video streams in parallel using a single GPU (Graphics Processing Unit). The output of the GPU is provided to graphics processing pipelines that are each associated with a specific client/player and are dynamically allocated as needed. A client qualifier may be used to assure that only clients capable of presenting the streaming video to a player at a minimum level of quality receive the video stream. Video frames provided by the video server optionally include overlays added to the output of the GPU. These overlays can include voice data received from another game player.

A computer-implemented method is provided of allowing a user to automatically transform domain knowledge into a machine learning model to be used in real-time operation of video games. The method comprises providing a user interface which allows a user to define domain knowledge relating to a video game by specifying one or more labeling functions; transforming the labeling functions into executable code; labeling raw data relating to the video game using the executable code to obtain labeled data; and applying an automated machine learning module to the labeled data to obtain a machine learning model.

A computer-implemented method is provided. The method includes executing a video game on a server unit and said server unit producing uncompressed interactive video. The method includes processing the uncompressed interactive video at a compression unit associated with the server unit. The compression unit outputting compressed interactive video, and the server unit and the compression unit being located at a data center. The method includes streaming the compressed interactive video over a packetized network from the data center to one or more client devices associated with one or more users. Each client device is located geographically remote to the data center, and the server is configured to receive input to drive gameplay of the video game by said one or more client devices. The compressed interactive video is configured for decompression and presentation at said one or more client devices. The method includes receiving, by the server, updates from said one or more clients devices regarding a quality of said uncompressed interactive video that is received from said streaming. The method includes adjusting automatically, by the compression unit, a rate of compression provided to one or more of said client devices based on said updates received regarding the quality of said uncompressed interactive video for the video game.

Systems, methods, and computer-readable media for porting locally processed media data with low latency to a remote client device via various wireless links are provided. In one example embodiment, a transceiver module may include a local network interface and a controller that may receive a client control signal from a client device over a wireless local area network via the local network interface, transmit a media control signal based on the client control signal to a media device, receive media data based on the media control signal from the media device, and transmit to the client device over the wireless local area network via the local network interface client data based on the media data and a low-latency compression technique. The receipt of the media data and transmission of the client data may be accomplished with substantially no detectable latency. Additional embodiments are also provided.

A computing system is configured to execute a computer program on a server and to provide a video stream of the program output to a geographically remote client over a communication network. An add-on manager is provided to facilitate the use of add-ons to extend the functionality of the computer program. The add-on manager is responsive to commands received from the client and is configured to associate individual add-ons and add-on data with specific user accounts. The add-ons can be located on the server or some other location remote from the client.

A computer-implemented method is provided. The method includes executing a game application on one or more servers of a data center. The game application is for a game and the game is played by a first user of a first client device remote to the data center. The one or more servers interfaced with one or more encoders for compressing interactive video from the game application responsive to input from the first client device and streaming of the interactive video in a compressed format to the first client device for decompression and rendering to a display of the first client device. The method includes storing, at the data center, a recording of at least part of the game played by the first user using the first client device. The method includes storing, at the data center, state data for at least part of the game played by the first user using the first client device. The method includes generating a replay of the recording responsive to input from a second user device. The replay is generated with a different camera view from a camera view in the recording. The replay is executed using as input the state data.

Methods and apparatus provide for downloading application software from a server, including: downloading the application software from the server, where a first application software file contains only a portion of the application software, and a second application software file contains more than the portion of the application software; executing the application software and generating application images based thereon, where execution of the first application software file contains enough of the application software to execute a limited amount of the application software; and displaying the application images on a display screen based on the execution of the application software, where the acquisition unit begins downloading the second application software file in a background process after downloading the first application software file and at least partially during the execution of the first application software file.

Methods and systems to provide a user interface to access games available for a user account. Selection of a game for game play is detected at the user interface and, in response, a game play is initiated. Interactions provided by a user during game play are used to affect an outcome of the game. The interactions are analyzed to determine game behavior of the user. Behavior metrics are generated for different portions of the game, based on the user's game behavior. The behavior metrics for the user for the game are associated with a game icon of the game provided on the user interface, the association causes specific ones of the behavior metrics to be rendered for the different portions of the game during subsequent game play and are provided to help the user to improve the user's game play for the different portions of the game.

A computing system is provided. The computing system includes a server having one or more processors configured to receive from a user computing device run-time telemetry data, the run-time telemetry data being recorded during execution of a target program of a plurality of programs by the user computing device and being indicative of communication between the user computing device and a user input device. The one or more processors are further configured to determine a performance metric based on the run-time telemetry data, determine an updated driver parameter for the target program based on the determined performance metric, send the updated driver parameter to the user computing device, and apply the updated driver parameter for use during a subsequent execution of the target program.

A video game system includes a video server system (VSS) having a first network address. The VSS pairs a game controller having a second network address with a display system having a third network address. The VSS receives controller data packets directed to the first network address from the game controller over a first communication channel. The controller data packets include the second network address and information for updating a game state of a video game. The VSS decodes the controller data packets and directs generation of an updated game state of the video game using information within the controller data packets. The VSS generates a video stream of the video game using the updated game state. The VSS transmits the video stream to the display system at the third network address over a second communication channel. The first and second communication channels differ by at least one network segment.