AI Foundations & Orientation
This cluster provides foundational knowledge and organizational orientation for applying AI responsibly across products and domains.
- Knowledge domains
- /Thematic areas
- /Segments
- /Building blocks
Limits
This segment defines the scope of AI foundations and orientation: included are conceptual frameworks, architectural principles and governance boundaries that belong to the foundation. Excluded are concrete implementation guides, operational tool configurations, detailed training-data or model implementations and internal team work instructions. Also excluded are procurement policy specifics and legally binding mandates.
Bias in AI Systems
Explains systematic distortions in data and models, their causes, and practical measures to detect and mitigate bias in AI systems.
Uncertainty
A conceptual framework describing knowledge gaps, variability and ambiguity that influence decisions in engineering, architecture and product management.