Prognostics and health management service

A computer-implemented method comprising:

• receiving a request to perform a model transfer to generate a model to use on previously unseen data;
• receiving previously unseen data;
• determining a previously seen feature data most closely resembles the received previously unseen data;
• mapping, using the determined previously seen feature, the previously unseen data to labels;
• training a model using the mapped labels and the previously unseen data;
• and
• performing inference using the trained model.

A system comprising:

• a first one or more electronic devices to be managed by a health service of a multi-tenant provider network;
• and
• a second one or more electronic devices to implement a health service of the multi-tenant provider network, the health service including instructions that upon execution cause the health service to:
• receive a request to perform a model transfer to generate a model to use on previously unseen data,
• receive previously unseen data,
• determine a previously seen feature data most closely resembles the received previously unseen data,
• map, using the determined previously seen feature, the previously unseen data to labels,
• train a model using the mapped labels and the previously unseen data, and
• perform inference for data received by the first one or more electronic devices using the trained model.