Assuring privacy & compliance when integrating AI [English] (GBL210-EN)

Summary

The key takeaways from the video transcription are as follows:

Privacy and Compliance Considerations for Different Scopes of Applications

1. Scope 1 and 2 (Consumer and Enterprise Apps):

   • Ask who has access to the data and why.
   • Consider how prompts and responses are being used and stored.
   • Ensure compliance with data residency and encryption requirements.

2. Scope 3 and 4 (Pre-trained and Fine-tuned Models):

   • Understand how the pre-trained models are using your data.
   • Ensure you have the right to use the data for fine-tuning.
   • Consider any applicable regulations for your use case.

3. Scope 5 (Self-Trained Models):

   • Ensure you have the right to use all the data used for training the model.
   • Validate the model outputs for potential issues like jailbreaks and toxicity.

Compliance Considerations

1. Data Privacy:

   • Record only the data you need, and consult legal counsel if unsure.
   • Utilize solutions like Amazon Macie to identify and reduce PII.

2. Transparency and Explainability:

   • Disclose the use of AI in your applications.
   • Document the model creation and data collection processes.
   • Incorporate contractual clauses regarding data usage.

3. Automated Decision-Making:

   • Implement manual steps for critical decision-making workloads.
   • Provide users with the right of appeal for automated decisions.

4. Regulatory Classification:

   • Understand the relevant laws and regulations for your use case.
   • Involve legal counsel to determine the appropriate regulatory classification.

5. Profiling:

   • Ensure that the use of individual characteristics for decision-making is compliant.
   • Consult with legal counsel to determine the permissibility of your use case.

6. Safety:

   • For workloads that can threaten life or property, ensure independent verification and testing.

Resources

• The speaker provided several resources, including links to guidelines, frameworks, and solutions to help address privacy and compliance concerns.

• The speaker emphasized the importance of staying up-to-date with the rapidly changing regulatory landscape and involving legal counsel in the decision-making process.