Welcome to Dianna’s documentation!

Contents:

• How to use DIANNA
• Why DIANNA?
  • Context
  • Scientific communities and non (X)AI experts needs
  • DIANNA for Open Science and non (X)AI experts
• Current and planned DIANNA developments
• Contributing guidelines
  • You have a question
  • You think you may have found a bug
  • You want to make some kind of change to the code base
• Developer documentation for the DIANNA project
  • Development install
  • Dependencies and Package management
  • Testing and code coverage
  • Running linters locally
  • Documentation
  • Versioning
  • Making a release
• Contributor Covenant Code of Conduct
  • Our Pledge
  • Our Standards
  • Our Responsibilities
  • Scope
  • Enforcement
  • Attribution

Examples

Examples

• General overview of using dianna
• Interpreting a leaf identification model with LIME
• Model Interpretation using LIME for penguin dataset classifier
• Interpreting a weather classification model with LIME
• Model Interpretation for Pretrained Binary MNIST Model using KernelSHAP
• Model Interpretation for Pretrained Model to Recognize Geometric Shapes using KernelSHAP
• Model Interpretation using KernelSHAP for weather prediction regressor
• Interpreting a movie review sentiment model with RISE
• Model Interpretation for Pretrained ImageNet Model using RISE
• Model interpretation using RISE for astronomical timeseries data
• Interpreting the sentence classification of legal texts using LIME
• Model Interpretation using LIME for penguin dataset classifier
• API Reference

Indices and tables

• Index

• Module Index

• Search Page