Online Learning. Online Trainer Module

Online Learning. Online Trainer Module

The Online Trainer Module is an optional feature allowing ongoing engine customization and refinement in the installed engines.

A common use in industry of natural language processing neural engines is providing initial hypotheses, which are later supervised and post-edited by a human expert. During this revision process, new training data is continuously generated, and the experts’ corrections are excellent material for the engine to learn from error, providing high-priority human-approved statistics. Engines can benefit from these new data, incrementally updating the underlying models under an online learning paradigm. Therefore, the systems are continuously adapting to a given domain or user.

The Online Trainer module implements two functionalities:

• Receive user corrected data and use it to incrementally improve the neural engine and