Model Robustness Testing
Adversarial Robustness Toolbox (ART)
Description: Comprehensive library for detecting vulnerabilities in AI models
Primary AI Capability: Adversarial attack simulation
Best For: Stress-testing AI systems
License: 🆓 Open Source
Deepchecks
Description: Comprehensive testing framework for machine learning models
Primary AI Capability: Model vulnerability detection
Best For: Robustness validation
License: 🆓 Open Source
Website: https://deepchecks.com
Fairness & Bias Detection
IBM AI Fairness 360 (AIF360)
Description: Comprehensive toolkit for detecting and mitigating bias in AI systems
Primary AI Capability: Bias detection and mitigation
Best For: Fairness assessment
License: 🆓 Open Source
Website: https://aif360.mybluemix.net/
Microsoft Aether
Description: Advanced framework for AI fairness and ethical AI assessment
Primary AI Capability: Bias measurement and mitigation
Best For: Ethical AI compliance
License: 🔍 Research
Website: Microsoft Aether Project
Performance Evaluation
Arize AI Observability Platform
Description: Comprehensive platform for monitoring and analyzing AI model performance
Primary AI Capability: Model drift detection
Best For: Performance monitoring
License: 💼 Commercial
Website: https://www.arize.com
TensorFlow Model Analysis (TFMA)
Description: Open-source library for evaluating machine learning models
Primary AI Capability: Comprehensive model performance analysis
Best For: Sliced performance evaluation
License: 🆓 Open Source
Website: TensorFlow Model Analysis
Model Interpretability
AI Explainability 360 (AIX360)
Description: Comprehensive toolkit for explaining AI model decisions
Primary AI Capability: Model interpretability techniques
Best For: AI decision understanding
License: 🆓 Open Source
Website: AI Explainability 360
Google What-If Tool
Description: Visual interface for understanding machine learning models
Primary AI Capability: Interactive model exploration
Best For: Intuitive model analysis
License: 🆓 Open Source
Website: Google What-If Tool
ML Testing Platforms
DataRobot AI Platform
Description: Automated machine learning platform with comprehensive testing capabilities
Primary AI Capability: End-to-end ML model validation
Best For: Automated model testing
License: 💼 Commercial
Website: https://www.datarobot.com
Azure Machine Learning
Description: Comprehensive platform for building, training, and testing machine learning models
Primary AI Capability: ML lifecycle management and testing
Best For: Enterprise ML testing
License: 💼 Commercial
Website: Azure Machine Learning
Description: Comprehensive platform for building, training, and testing machine learning models
Primary AI Capability: ML lifecycle management and testing
Best For: Enterprise ML testing
License: 💼 Commercial
Website: Azure Machine Learning Platform
