2.3 Evolution Flashcards
(9 cards)
Evolution
Ability of the system to improve itself in response to changing external constraints
Self-learning AI-based systems
Need to incorporate evolution (as described)
AI-based systems often operate in
An evolving environment
AI-based system needs to be
Flexible and adaptable enough to cope with changes in its operational environment
Self-learning AI-based systems typically need to manage two forms of change
System learns from its own decisions and its interactions with its environment,
System learns from changes made to the system’s operational environment
Ideal outcome of evolution for self-learning AI-based systems
Improve its effectiveness and efficiency
Evolution must be constrained to prevent
System from developing any unwanted characteristics
Any evolution must continue to meet
Original system requirements and constraints
Where original system requirements and constraints are lacking
System must be managed to ensure that any evolution remains within limits and that it always stays aligned with human values