Abstract: A computer system includes a course repository and a server. The course repository includes a video of an online course, an instructor provided output for a programming assignment associated with the online course, and a submission script for generating student provided output for the programming assignment. The server includes a submission module that receives and verifies the student provided output for the programming assignment. The server further includes one or more built-in grader applications that compare the student provided output with the instructor provided output to determine a grade for the programming assignment.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for distributing machine learning workloads, e.g., computations for training a neural network or computing an inference using a neural network, across multiple hardware accelerators.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for distributing machine learning workloads, e.g., computations for training a neural network or computing an inference using a neural network, across multiple hardware accelerators.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for distributing machine learning workloads, e.g., computations for training a neural network or computing an inference using a neural network, across multiple hardware accelerators.

Abstract: A computer system includes a course repository and a server. The course repository includes a video of an online course, an instructor provided output for a programming assignment associated with the online course, and a submission script for generating student provided output for the programming assignment. The server includes a submission module that receives and verifies the student provided output for the programming assignment. The server further includes one or more built-in grader applications that compare the student provided output with the instructor provided output to determine a grade for the programming assignment.

Abstract: A computer system includes a course repository and a server. The course repository includes a video of an online course, an instructor provided output for a programming assignment associated with the online course, and a submission script for generating student provided output for the programming assignment. The server includes a submission module that receives and verifies the student provided output for the programming assignment. The server further includes one or more built-in grader applications that compare the student provided output with the instructor provided output to determine a grade for the programming assignment.

Abstract: A web browser renders a web page, where textual information is displayed in a first portion of the page and where streaming video is displayed in a second portion of the page. As a user interacts with the page and views the video, both page view values and video data values are sent out from the browser, across a single TCP/IP connection, and to a single analytics web server, where both types of values are stored. The page view values may, for example, indicate when the user clicks on buttons, keys or links. The video data values may, for example, indicate the settings or play status of the video player application program. The analytics web server receives the two types of values, performs real-time processing using the values, and outputs a report in real time where the report includes a real-time analysis of both types of data values.

Abstract: A computer system includes a course repository and a server. The course repository includes a video of an online course, an instructor provided output for a programming assignment associated with the online course, and a submission script for generating student provided output for the programming assignment. The server includes a submission module that receives and verifies the student provided output for the programming assignment. The server further includes one or more built-in grader applications that compare the student provided output with the instructor provided output to determine a grade for the programming assignment.

Abstract: In one general aspect, a computer-implemented method can include receiving, by a computer system, code for a custom grader application, creating, by the computer system, a base custom grader container including the code for the custom grader application, associating the base custom grader container with an online course included in a repository included in the computer system, evaluating, by the computer system, the base custom grader container by executing the custom grader application in the base custom grader container, determining that the custom grader application violates a predetermined criterion, modifying the base custom grader container to prevent the executing of the custom grader application from violating the predetermined criterion, and storing, in the repository and in association with the online course, the modified base custom grader container including the custom grader application as a custom grader container image.

Abstract: In one general aspect, a method can include receiving, by a server and from a computing device, a request for a web application, accessing, by the server, a real-time database responsive to receiving the request, identifying a version of the web application for deployment to the computing device, and identifying at least one criterion for the deployment of the identified version of the web application. The method can further include, based on determining that the at least one criterion for deployment of the identified version of the web application is fulfilled by the requester, retrieving the identified version of the web application from the real-time database, and providing the identified version of the web application to the computing device.

Abstract: In one general aspect, a computer-implemented method can include receiving, by a computer system, code for a custom grader application, creating, by the computer system, a base custom grader container including the code for the custom grader application, associating the base custom grader container with an online course included in a repository included in the computer system, evaluating, by the computer system, the base custom grader container by executing the custom grader application in the base custom grader container, determining that the custom grader application violates a predetermined criterion, modifying the base custom grader container to prevent the executing of the custom grader application from violating the predetermined criterion, and storing, in the repository and in association with the online course, the modified base custom grader container including the custom grader application as a custom grader container image.

Abstract: A web browser renders a web page, where textual information is displayed in a first portion of the page and where streaming video is displayed in a second portion of the page. As a user interacts with the page and views the video, both page view values and video data values are sent out from the browser, across a single TCP/IP connection, and to a single analytics web server, where both types of values are stored. The page view values may, for example, indicate when the user clicks on buttons, keys or links. The video data values may, for example, indicate the settings or play status of the video player application program. The analytics web server receives the two types of values, performs real-time processing using the values, and outputs a report in real time where the report includes a real-time analysis of both types of data values.