Automatically detecting and anticipating that an additional machine learning experiment may be needed. A method includes after successfully running a first experiment workflow, automatically prompting a user that an additional experiment workflow may be needed based on specific criteria associated with the first experiment workflow. The method further includes receiving input from the user confirming the additional experiment workflow. As a result of receiving input from the user confirming the additional experiment workflow, the method further includes the system automatically reconfiguring the first experiment workflow, including automatically identifying all necessary modules for the additional experiment workflow and connecting them properly to perform the intended second experiment workflow. The method further includes displaying to the user the first experimental workflow transitioning from the first experiment workflow to the additional experiment workflow.
Please help me write a proper abstract based on the patent claims. CLAIM: 1. In a computing environment, a system for automatically detecting and anticipating that an additional machine learning experiment may be needed, the system comprising: one or more processors; and one or more computer-readable media, wherein the one or more computer-readable media comprise computer-executable instructions that when executed by at least one of the one or more processors cause the system to perform the following: after successfully running a first experiment workflow, automatically prompting a user that an additional experiment workflow may be needed based on specific criteria associated with the first experiment workflow; receiving input from the user confirming the additional experiment workflow; as a result of receiving input from the user confirming the additional experiment workflow, the system using a consolidation module to automatically reconfigure the first experiment workflow, including automatically identifying all necessary modules for the additional experiment workflow and connecting them properly to perform the intended second experiment workflow; and displaying to the user the first experimental workflow transitioning from the first experiment workflow to the additional experiment workflow. 2. The system of claim 1 wherein automatically reconfiguring the first experiment workflow comprises identifying and removing irrelevant portions of the first experiment workflow. 3. The system of claim 1 wherein the first experiment workflow is a training experiment workflow and wherein the additional experiment workflow is a scoring experiment workflow. 4. The system of claim 1 wherein the specific criteria associated with the first experiment comprises the existence of both an algorithm and a training module. 5. The system of claim 1 wherein the one or more computer-readable media further comprise computer-executable instructions that when executed by at least one of the one or more processors cause the system to populate and create elements for web service deployment in the second experiment workflow. 6. The system of claim 1 wherein the one or more computer-readable media further comprise computer-executable instructions that when executed by at least one of the one or more processors cause the system to receive user input approving the second experiment workflow and as a result, automatically deploy the workflow to a live web operation. 7. The system of claim 1 wherein the one or more computer-readable media further comprise computer-executable instructions that when executed by at least one of the one or more processors cause the system to display a user interface element that allows a user to toggle the additional experiment workflow between an connected mode and a disconnected mode. 8. The system of claim 1 wherein displaying to the user the first experimental workflow transitioning from the first experiment workflow to the additional experiment workflow comprises displaying an animation highlighting the transition. 9. The system of claim 1 wherein the one or more computer-readable media further comprise computer-executable instructions that when executed by at least one of the one or more processors cause the system to display addition visual cues indicating what has happened to transition the first experiment workflow to the additional experiment workflow. 10. In a computing environment, a method of automatically detecting and anticipating that an additional machine learning experiment may be needed, the method comprising: after successfully running a first experiment workflow, automatically prompting a user that an additional experiment workflow may be needed based on specific criteria associated with the first experiment workflow; receiving input from the user confirming the additional experiment workflow; as a result of receiving input from the user confirming the additional experiment workflow, the system using a consolidation module to automatically reconfigure the first experiment workflow, including automatically identifying all necessary modules for the additional experiment workflow and connecting them properly to perform the intended second experiment workflow; and displaying to the user the first experimental workflow transitioning from the first experiment workflow to the additional experiment workflow. 11. The method of claim 10 wherein automatically reconfiguring the first experiment workflow comprises identifying and removing irrelevant portions of the first experiment workflow. 12. The method of claim 10 wherein the first experiment workflow is a training experiment workflow and wherein the additional experiment workflow is a scoring experiment workflow. 13. The method of claim 10 wherein the specific criteria associated with the first experiment comprises the existence of both an algorithm and a training module. 14. The method of claim 10 further comprising populating and creating elements for web service deployment in the second experiment workflow. 15. The method of claim 10 further comprising receiving user input approving the second experiment workflow and as a result, automatically deploying the workflow to a live web operation. 16. In a computing environment, a system for creating a scoring experiment from a training experiment, the system comprising: one or more processors; and one or more computer-readable media, wherein the one or more computer-readable media comprise computer-executable instructions that when executed by at least one of the one or more processors cause the system to perform the following: identifying elements of a training experiment; identifying consolidation and elimination of elements in the training experiment for a scoring experiment; determining that the user wishes to have a scoring experiment created from the training experiment; and as a result, using a consolidation module, consolidating and eliminating the identified elements to create the scoring experiment. 17. The system of claim 16, wherein the one or more computer-readable media further comprise computer-executable instructions that when executed by at least one of the one or more processors cause the system to provide a graphical representation of the consolidation and elimination of identified elements. 18. The system of claim 17, wherein the graphical representation is an animation. 19. The system of claim 16, wherein the one or more computer-readable media further comprise computer-executable instructions that when executed by at least one of the one or more processors cause the system to add elements to the scoring experiment for web service deployment. 20. The system of claim 19 wherein the one or more computer-readable media further comprise computer-executable instructions that when executed by at least one of the one or more processors cause the system to automatically deploy the web service deployment with the added elements.