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jmsquare authored Sep 16, 2023
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<img src="readme/architechture_giskard.png" alt="Giskard Architechture" width="800">
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Giskard is a Python library that uses a variety of techniques to **detect vulnerabilities**, including:
Giskard is a Python library that automatically **detects vulnerabilities** of AI models, from tabular models to LLM, including: performance biases, data leakage, spurious correlation, hallucination, toxicity, security issues and many more.

- **Data slicing and transformation**: Giskard can automatically generate different data slices and transformations to test the robustness of your model.
- **Statistical analysis**: Giskard can use statistical analysis to identify patterns and relationships in your data that could indicate a vulnerability.

It's a powerful tool that helps data scientists **save time and effort** drilling down on model issues, and produce more **reliable and trustworthy models**.
It's a powerful tool that helps data scientists **save time and effort** drilling down on model issues, and produce more **reliable and trustworthy models**.

<p align="center">
<img src="readme/scan_example.gif" alt="Scan Example" width="800">
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