Aura –

Docs:

Mon, 01 Jan 0001 00:00:00 +0000

Catalog of NLP stages

NLP stages to compose the NLP pipeline

Aura Platform Team has implemented a set of natural language processing (NLP) stages in order to configure different pipelines.

Select your intended stage in the left menu. Each of them is characterized by its description, path, files and configuration.

Section	Content	Role in the NLP process
Description	Identification and objective of the stage in the recognition process	Descriptive purpose of the stage in the recognition process
Path	Class path (Python class) of an element (stage or connector)	The path of each stage of the pipeline must be included in the file `pipeline.json` for building up the NLP dynamic pipeline
File	Specific training files and test set files for the NLP stage required to train and validate the NLP model	Linguists must generate these files for the training and the validation of the NLP model during the data resources definition
Configuration	Required configuration for each NLP stage	Configuration of each stage of the NLP model

Docs:

Mon, 01 Jan 0001 00:00:00 +0000

Catalog of NLP connectors

NLP connectors to compose the NLP pipeline

Aura Platform Team has implemented different types connectors to join NLP stages in order to configure the pipeline.

Select your intended connector in the left menu. Each of them is characterized by its description, path, files and configuration.

Section	Content	Role in the NLP process
Description	Identification and objective of the stage in the recognition process	Descriptive purpose of the stage in the recognition process
Path	Class path (Python class) of an element (stage or connector)	The path of each stage of the pipeline must be included in the file `pipeline.json` for building up the NLP dynamic pipeline
File	Specific training files and test set files for the NLP stage required to train and validate the NLP model	Linguists must generate these files for the training and the validation of the NLP model during the data resources definition
Configuration	Required configuration for each NLP stage	Configuration of each stage of the NLP model

Docs:

Mon, 01 Jan 0001 00:00:00 +0000

Catalog of NLP normalization pipelines

Catalog of NLP normalization pipelines to compose the NLP pipeline

Aura Platform Team has implemented a set of normalization pipelines in order to be nested in the NLP model pipeline. They are built joining different normalization stages (normalizers).

In every use case, it is necessary to choose the most adequate normalization pipeline.

For example, if numbers are expected to be expressed with text characters (i.e., “one”), it is useful to include the normalization stage CardinalityNormalizer to turn them into digits (“1”).

Another example refers to the fact that written requests are required. In this situation, it can be important to include a normalization stage that reduces transcription mistakes.

Select your intended normalization pipeline in the left menu. Each of them is characterized by its description and configuration.

Section	Content	Role in the NLP process
Description	Identification and objective of the stage in the recognition process	Descriptive purpose of the stage in the recognition process
Configuration	Required configuration for each NLP stage	Configuration of each stage of the NLP model