ML Basics Flashcards
What is AI?
Software that can imitate human behaviours and capabilities.
What is ML?
Machine Learning (ML) is the foundation of AI systems and how we ‘teach’ a computer model to make predictions and draw conclusions from data.
What are the key elements of AI?
Machine Learning Anomaly Detection Computer Vision NLP Conversational AI
What is anomaly detection?
A ML technique that analyses data over time and identifies unusual changes.
What is computer vision?
An area of AI that deals with visual processing.
What is NLP?
Natural language processing (NLP) is the area of AI that deals with creating software that understands written and spoken language.
What is conversational AI?
An AI solution where AI agents (bots) participate in conversations with humans.
What are Microsoft’s six principles for responsible AI?
Fairness
Reliability and safety
Inclusiveness
Transparency
Security and Privacy
Accountability
What is the definition/idea of the fairness principle of responsible AI?
AI systems should treat all people fairly.
What is the definition/idea of the reliability and safety principle of responsible AI?
AI systems should perform reliably and safely, especially when used in situations when there’s a risk to human life.
What is the idea behind the inclusiveness principle of responsible AI?
AI systems should empower and engage everyone.
What is the definition/idea of the transparency principle of responsible AI?
AI systems should be transparent, allowing users to understand how and why an AI system behaved as it did/does.
What is the definition/idea of the security and privacy principle of responsible AI?
AI systems should be secure and respect privacy.
What is the definition/idea of the accountability principle of responsible AI?
People should be accountable for AI systems.
