Create an adversarial similarity test
Overview
An adversarial similarity validation test enables you to analyze a model or dataset.
To learn more about an adversarial similarity test, see Adversarial similarity.
Instructions
Test a model
To create an adversarial similarity test for a model, consider the following instructions:
To run an adversarial similarity test on a model, you must have the Connection utilized to import the model to be on a Connected
state.
- In the H2O Model Validation navigation menu, click Tests.
- Click the New test tab.
- In the Model list, select the model you want to utilize for the adversarial similarity test.
- Click the Adversarial similarity card. note
After selecting a model, H2O Model Validation greys out unsupported tests while highlighting applicable tests.
- Define the adversarial similarity test settings.note
To learn about each setting for an adversarial similarity test, see Settings: Adversarial similarity.
- Click Run adversarial similarity test.note
See Metrics: Adversarial similarity to learn about the generated metrics for the adversarial similarity test.
Test a dataset
To create an adversarial similarity test for a dataset, consider the following instructions:
- To run an adversarial similarity test on a dataset, you must have the Connection utilized to import the dataset to be on a
Connected
state.- Exception: If you made the dataset available in H2O Model Validation when you imported the dataset, you do not need to have the Connection utilized to import the dataset as
Connected
. In other words, if you selected the Download datasets from DAI instance checkbox when importing the dataset, you do not need to have the Connection utilized to import the dataset asConnected
.
- Exception: If you made the dataset available in H2O Model Validation when you imported the dataset, you do not need to have the Connection utilized to import the dataset as
- In the H2O Model Validation navigation menu, click Tests.
- Click the New test tab.
- In the Dataset list, select the dataset you want to utilize for the adversarial similarity test.
- Click the Adversarial similarity card. note
After selecting a model, H2O Model Validation greys out unsupported tests while highlighting applicable tests.
- Define the adversarial similarity test settings.note
To learn about each setting for an adversarial similarity test, see Settings: Adversarial similarity.
- Click Run adversarial similarity test.note
See Metrics: Adversarial similarity to learn about the generated metrics for the adversarial similarity test.
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