# AIML accelerator recipes
The recipes in this accelerator are organized in the following folders:
# Functions
- AIML | FUNC-005 | CSV Validator
- This recipe defines the validation logic. The AIML SDK actions use this logic to validate the data against predefined configurations in the AIML | Data Fields lookup table.
# Bootstrap
- AIML| REC-009 | Load Model Schema
- Use this recipe to automatically load your schema into the AIML Data Fields lookup table. Inspect the lookup table after using this recipe to ensure that the recipe loaded the correct datatype and validation rules.
- AIML | FUNC-012 | Get Workato Data Type
- This recipe works as a support recipe for AIML | REC-009 | Load Model Schema. It identifies the schema's data type.
# AWS SageMaker
- AIML | FUNC-003 | Get Sagemaker Prediction
- Calls the Sagemaker InvokeEndpoint function to generate predictions. See Sagemaker documentation for more information.
- AIML | FUNC-011 | Train ML Model Sagemaker
- Calls Sagemaker CreateAutoMLJob endpoint to create a new AutoML training job. See the CreateAutoMLJob documentation for details.
# AWS S3
- AIML | FUNC-004 | Stage Training Data in S3
- The recipe connects with S3 to get the source and target data.
# Endpoint recipes
- AIML | API-001 | Stage Training Data
- Stage the training data from the source to a target location while validating it against the rules you define in the AIML | Data Fields lookup table.
- AIML | API-002 | Get Prediction
- Pass new, unseen feature data to the trained model to generate a prediction. The accelerator validates the data against the rules you define in the AIML | Data Fields lookup table and then passes it to the ML platform to return the prediction data.
- AIML | API-002 | Train ML Model
- This recipe trains a new ML model. This recipe takes the ML Model configuration, source, and target training data location from the AIML | Model Profile lookup table. It reads the data from the source, validates it, and then passes it to the ML Model to train a machine learning model.
- AIML | API-008 | Get Model Identifiers and Schema
- Reads the Data Fields and Model Identifier defined in the lookup tables and loads them in the actions.
Last updated: 12/28/2022, 5:28:45 AM