AWS Certified AI PractitionerResponsible AIEasy
A company is deploying an AI system for automated hiring. To adhere to Responsible AI best practices, human recruiters review all final hiring decisions made by the AI before an offer is extended. This practice helps to mitigate potential biases or errors from the AI. What is this practice commonly known as?
- AAlgorithmic Auditing
- BHuman-in-the-Loop (HITL)
- CModel Monitoring
- DAI Governance
Show answer & explanationAnswer & explanation
Correct answer: B. Human-in-the-Loop (HITL)
Human-in-the-Loop (HITL) specifically refers to the practice of integrating human oversight and intervention into an AI system's decision-making process, often for review, correction, or validation.
Why the other options are wrong
- A. Algorithmic Auditing is a systematic examination of an algorithm's fairness and performance, distinct from real-time human review.
- C. Model Monitoring tracks performance over time but doesn't involve direct human intervention in individual decisions.
- D. AI Governance is a broader framework for managing AI, not a specific intervention method.
Human-in-the-Loop (HITL)
Human-in-the-Loop (HITL) is an approach to AI development and deployment that integrates human intelligence into the machine learning process.
- Humans review and validate AI decisions, especially for critical tasks.
- Improves AI accuracy, fairness, and safety.
- Essential for high-stakes applications like healthcare or finance.
Memory trick: A human hand guiding the AI, like a co-pilot.