Published April 10, 2024
| Version
2.0
Python Library
Restricted
AIMOS
Owner
Description
Evaluate metamorphic properties on AI models. Different metamorphic properties and transformations can be tested over ranges of values and on different models with some visual displays
Documentation
User Manual
- An online documentation is available here.
Methodological Guidelines
- Methodological guideline for Robustness Functional Set
- Methodological Guideline and Evaluation tools for robust artificial intelligence
Benchmarks
- Maturation of AIMOS and industrial retex
- Benchmark for formal methods for characterization and safety
- Report on Confidence Score improvement methods
Scientific Contribution
State of the art
Demonstrator
Restricted Demonstrator can b e found here. It relies on surrogate, demand forecasting, visual inspection and control use-cases.
Support
Support for AIMOS must be obtained directly from the component owners.
Files
Files
Restricted
The record is publicly accessible, but files are restricted to users with access.
Additional details
- Functional maturity
- Technological maturity
Trustworthy Attributes
Robustness
Engineering roles
ML-Algorithm Engineer
IVVQ Engineer
Engineering activities
Use cases
Surrogate Model
Time series
Visual Inspection
Functional Set
Robustness