Platform guide

Analyze your models

1min

You can analyze your model for vulnerabilities by using the model analysis API. To test your model, refer to the table below to see the different attack types you can try. Use these attacks to generate vulnerability reports, sample attack vectors, and a threat-informed defense model based on input parameters, data, and model files.

You can use the suggested input parameter configuration or experiment with specific parameters to see how vulnerability reports and threat-informed defense models are generated.

You have to first register your model using <Post> Model Registration API to get started with model analysis. After that there are other APIs which you can use to get <Get> Job Metadata and <Get> Retrieve Artifacts and more.

Supported data input

Task type

Inputs parameters

Model analysis APIs

Usecase

Reference-implementation

Images

Image classification

Inputs

APIs

Recognizing handwritten digits for digit recognition in postal services.

Reference



Image segmentation

Inputs

APIs

In medical imaging, segmenting tumor regions from brain MRI scans to assist in diagnosing and treating brain tumors.



Tabular

Tabular classification

Inputs

APIs

Predicting customer churn in a telecommunications company based on historical usage data.

Reference

Time series

Forecasting

Inputs

APIs

Predicting stock prices using time series forecasting

Reference

Text

Text classification

Inputs

APIs

Categorizing emails as "spam" or "not spam" based on their content.