Embracing a responsible AI framework
A responsible AI framework is crucial for ensuring that AI systems are not only effective but also ethical, fair, and transparent. It is about making sure that as we harness the power of AI, we do so in a way that respects human values and societal norms. The Microsoft responsible AI framework (https://www.microsoft.com/en-us/ai/responsible-ai) is a set of guidelines and best practices for building and using AI systems in a way that respects human values and ethics. It is based on six principles: fairness, reliability and safety, privacy and security, inclusiveness, transparency, and accountability, as shown in Figure 9.11:
Figure 9.11 – Responsible AI framework
The framework can help ensure the effective use of AI for data governance by considering the following:
- Fairness: Ensuring that the AI systems do not create or reinforce unfair biases or outcomes for different groups of people or data subjects...