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Responsible AI Data Management

Maria Prokofieva

Lead ML engineer

Chapter 1: Responsible data dimensions

Responsible data dimensions

Responsible AI Data Management

Chapter 2: Lawfulness and compliance

  • Country/industry specific laws
  • Data owner's rights
  • Informed consent
  • Data use agreements
  • Data licensing

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Responsible AI Data Management

Chapter 3: Data sources and integration

  • Data sources
  • Diversity and representation
  • Bias and fairness

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Responsible AI Data Management

Chapter 4: Validation and bias

  • Bias and fairness
  • Data preprocessing, modeling and post-deployment
  • Fairness approaches

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Responsible AI Data Management

What's next?

Start your responsible AI journey!

sky rocket to success

Responsible AI Data Management

Congratulations!

Responsible AI Data Management

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