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Platform

The HES-XPLAIN platform, is designed to democratize access to eXplainable Artificial Intelligence (XAI) for a wide range of audiences. We offer an intuitive platform where users can access resources to enhance their understanding, including datasets, experimental models, and easy-to-apply XAI algorithms.

  • Broad coverage: The platform brings together a comprehensive suite of tools and resources to help users understand, apply, and compare various XAI techniques. It includes State of the Art and also novel XAI techniques.

  • Low barrier to adoption: The platform is easy to use, and can be integrated with exsting Machine Learning pipeline. By making XAI tools more accessible and user-friendly, it aims to accelerate the development of transparent and trustworthy AI systems across multiple sectors.

  • Open Source: The platform and included algorithms is entirely open-source. It is free to use and can be easily extended to include more XAI techniques in the future. It is licensed under the BSD-license.

  • Audience

    Take a look at our target audience and provided benefits.

    Audience

  • Usage

    Start using our tools and algorithms.

    Usage

  • Algorithms

    Discover our own developed explainability algorithms.

    Algorithms

  • Architecture

    Find information on the architecture of the platform.

    Architecture

Audience

The HES-XPLAIN platform is specifically designed to meet the needs of different key users. It provides the essential tools and resources for data scientists, decision makers, engineers, or educators to effectively understand and apply XAI.

You are ...

Decision maker You want to understand the relevance of XAI for your business.

Get an overview of explainability opportunities

  • Get insights and visualizations that facilitate informed decision-making
  • Access resources and use case scenarios to guide XAI choices

Engineer You want to try XAI algorithms.

Get access to exploratory use cases notebooks and datasets

Data scientist You want to use XAI algorithms along your models.

Get access to algorithms and API documentation.

  • Obtain Python PyPI packages
  • Get extensive API documentation

Professor You want a tool to facilitate teaching of explainable AI.

Get access to tutorials and comprehensive guides.

  • Provide students with practical knowledge and hands-on experience in XAI methodologies
  • Deploy the platform on school IT infrastructure or public cloud
  • Adapt provided use cases to teaching needs

Benefits

HES-XPLAIN brings several benefits to its users:

  • Accessibility: HES-XPLAIN makes explainable AI (XAI) tools and techniques available to users of all skill levels, from novices to seasoned experts.
  • User-Friendly Design: With an intuitive interface and extensive resources, HES-XPLAIN simplifies the application of XAI, making it easy for users to navigate and use its features.
  • Educational Value: The platform enhances the teaching and learning experience of XAI through a variety of tutorials and guides, helping users to deepen their understanding.
  • Versatility: HES-XPLAIN supports diverse data types and integrates multiple XAI methods, allowing for comprehensive analysis and insights across various applications.