Identify Responsible AI considerations for generative AI
Microsoft has created a framework for responsible AI and generative AI solutions comprised of four stages:
- Identify potential harms that could be related to your planned solution
- Measure the presence of those identified harms in the solution’s output
- Mitigate the harms at multiple levels to minimize their expression and impact
- Operate the solution responsibly
Let’s look at each of those four areas.
Identify
The first stage in implementing a responsible generative AI solution is to identify potential harms that may result from your solution.
Identifying potential harms or risks
You must identify possible risks associated with your generative AI project, which vary based on the services, models, and data you employ. Here are some common risks:
- Generating offensive or biased content
- Spreading misinformation
- Promoting harmful behavior
To understand the limitations...