Collaborative Calculation and Data Science

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You can now use compute servers very easily with CoCalc's course management system.   This video shows how to create a compute server associated to an assignment in a CoCalc course, then make private copies of that compute server available to all students in the class.  You can easily set idle timeout, spend limits and a shutdown time for all student compute servers.  You can also very easily control some or all servers in a class or install custom software on all servers.

This new functionality is the result of extensive discussions with many teachers who are already using CoCalc in the courses, and want to expand their classes to gives students real experience involving AI, deep learning and more using state of the art GPU's.

https://youtu.be/ikktaiw14Tw?si=_a6HxTRgDeN2NrVg

![](https://cocalc.com/blobs/paste-0.355051748077599?uuid=75c54bcc-047a-41e3-b1ef-67d3dda80f23)

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