| CPC G06N 20/00 (2019.01) [G06F 9/44505 (2013.01); H04L 67/10 (2013.01)] | 20 Claims |

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1. A method comprising:
receiving, using one more processors of a machine, a request to initiate one or more containers to run on a container platform, the request identifying a machine learning scheme parameter file that specifies model data for a machine learning model, platform parameters, and job-specific configurations for the one or more containers;
converting the machine learning scheme parameter file into a configuration file using a mapping template, the configuration file comprising the platform parameters and job-specific configurations native to the container platform;
initiating the one or more containers on the container platform with the configuration file by translating the model data into platform parameters native to the container platform; and
storing output data generated by the one or more containers.
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