AI Ethics Tool Landscape
This open source and plain-text project provides a taxonomy for the existing tool landscape for ethical and trustworthy Artificial Intelligence (AI).
You can find tools using high-level concepts, such as the value they support, or the project stage in which a tool is applicable. But you can use many fine-grained distinctions as well. For example, you can distinguish tools based on the machine learning tasks, the data type or the programming languages they support. Explainability tools output various types of explanation and fairness tools may assume different types of fairness. Some tools are model-agnostic whereas others can only be used in combination with specific types of models. For more an overview of all taxonomy terms, visit the taxonomy page.
See the project page on how to contribute to this project.
Values
- Accountability (11)
- Explainability (18)
- Fairness (14)
- Privacy (4)
- Security (6)
Stages
Tools
- AdvBox
- Aequitas: Bias and Fairness Audit Toolkit
- Agile Ethics for AI
- AI Ethics Guidelines Global Inventory
- AI Explainability 360
- AI Fairness 360
- Algorithmic Accountability Policy Toolkit
- Alibi
- Alibi Detect
- ART: Adversial Robustness 360 Toolbox
- Captum
- CleverHans
- Contrastive Explanation Method (CEM)
- Data Ethics Canvas
- Data Nutrition Label
- Data Statements for NLP
- Datasheets for Datasets
- Debiaswe: try to make word embeddings less sexist
- DEDA: De Ethische Data Assistent
- DeepExplain
- DeepLIFT
- DiCE: Diverse Counterfactual Explanations
- ELI5
- Equity Evaluation Corpus (EEC)
- FactSheets: Increasing Trust in AI Services through Supplier's Declaration of Conformity
- Fairlearn
- Fairness Decision Tree
- Fairness in Classification
- Foolbox
- H2O MLI Resources
- Interpret-Text
- InterpretML
- LIME: Local Interpretable Model-agnostic Explanations
- Model cards for Model Reporting
- OpenMined (PySyft)
- SHAP: SHapley Additive exPlanations
- SMACTR: End-to-End Framework for Internal Algorithmic Auditing
- TensorFlow Privacy
- TreeInterpreter
- What-If Tool
- XAI Toolbox