Description

Factory is a no-code AI training platform for secure data processing that allows any customer to train, build and deploy their own custom models packaged as IntelliDockers engines, taking advantage of all of IntelliDockers attributes:

• Fully on-premises, no data leaves customer infrastructure.
• Scalable Dockerized deployment.
• Engines that are ready for production instantly.

Factory is an end-to-end adaptation platform that implements all processes to generate a fully adapted, custom IntelliDockers engine. Currently, Factory can be used to train Custom Automatic Classifiers and Custom Entity Extractors. To achieve this, Factory provides three AI trainers:

• Automatic Classifier – trains a Custom Automatic Classifier engine based on a specified taxonomy.
• Automatic Classifier XT – allows you to start training your automatic classifier AI model from a pre-trained AI model, fine-tuning it for your custom needs, a technique called “transfer learning”. In this way, the trainer will start producing results that are production-ready with a much smaller training corpus than before, like 20 to 30 examples for each class will be sufficient to start with.
• Entity Extractor XT – trains a custom Named Entities Recognition model starting from a given corpus and allowing the user to define the entity types the engine should recognize and extract. This trainer uses the same “transfer learning” technique to achieve production-ready results with smaller training corpora.