Module 5 (v 2.0): Key Considerations in planning AI Deployment Flashcards
What are the main areas of consideration to evaluate when procuring AI from a third party?
- Data considerations
- Security and safety
- Potential for bias
- Product type
- Technical specs
- Model performance results
- Monitoring and maintenance
- Terms of use
What are some data considerations to evaluate when procuring AI from a third party?
Data considerations:
- Do they have legal rights to the data used?
- Was personal data minimized during collection and de-identified before being used for training or testing?
- If they will collect data your organization uses with the model, how will they use it?
What are some security and safety considerations to evaluate when procuring AI from a third party?
Security/safety:
- What are the model’s identified risks?
- What is the potential for the model to fail, be misused, be attacked or be used for a high-risk activity?
- Are incident response plans in place?
What are some bias related considerations to evaluate when procuring AI from a third party?
Potential for bias:
- What steps have been taken to minimize bias?
- Have they established that the AI function does not lead to statistical inaccuracies, bias or discrimination in results that apply to people?
What are some product type considerations to evaluate when procuring AI from a third party?
Product type:
- Is it meant for the organization’s internal use, or is it meant to be external-facing?
- Does it generate content?
What are some technical specification consideration to evaluate when procuring AI from a third party?
Technical specs:
- What are the model types the AI function provides? - - What types of datasets are used to train the AI?
What are some model performance results aspects to evaluate when procuring AI from a third party?
Model performance results:
- What has been done to ensure model stability?
- What has been done to prevent inaccurate outputs?
What are some monitoring and maintenance related questions to ask when procuring AI from a third party?
Monitoring and maintenance:
- How will the developer maintain the model?
- How will the developer monitor the model?
What are some questions regarding terms of use to evaluate when procuring AI from a third party?
Terms of use:
- Is the organization allowed to fine-tune the model?
- If the model generates content, what is specified regarding intellectual property and model outputs?