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Synthetic Data as the Future of AI Privacy, Explainability, and Fairness: An Introduction for Data Scientists and Data Executives Preview

Synthetic Data as the Future of AI Privacy, Explainability, and Fairness: An Introduction for Data Scientists and Data Executives

With Alexandra Ebert Liked by 1,976 users
Duration: 2h 11m Skill level: Advanced Released: 8/31/2023

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Course details

The European Commission’s JRC sees synthetic data as “the key enabler for artificial intelligence,” and analyst firm Gartner predicts that, by 2024, 60% of all AI training data will be synthetic—yet many data and AI professionals are not yet familiar with this privacy-enhancing technology. In this course, synthetic data and privacy expert Alexandra Ebert teaches you the fundamentals of AI-generated synthetic data. Learn how synthetic data can help you stay in compliance with privacy laws. Find out what AI-generated synthetic data is and go over its benefits and limitations. Explore how synthetic data can support your organization’s strategic objectives. Dive into ways to assess synthetic data’s quality and discover best practices for getting started with synthetic data and introducing it within your organization. Plus, learn about different ways synthetic data is used, particularly in the context of Responsible AI or Ethical AI.

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Meet the instructor

Learner reviews

4.8 out of 5

255 ratings
  • 5 star
    Current value: 201 79%
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    Current value: 48 19%
  • 3 star
    Current value: 5 2%
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    Current value: 1 <1%
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  • MAJOR MANORANJAN BORUAH ®🇮🇳/INDIAN ARMY MAJOR MANORANJAN BORUAH ®🇮🇳/INDIAN ARMY

    MAJOR MANORANJAN BORUAH ®🇮🇳/INDIAN ARMY

    NISM©IIF&B©/CSRD®/POSH©WBG/PMP®ICTRD/CCSP®ICTRD/SIX SIGMA/MHA (CYBER SECURITY)/IP WIPO©

    5/5 March 23, 2025
    great
    Helpful · Report
  • Matt Felzani Matt Felzani

    Matt Felzani

    Software Engineer

    5/5 January 29, 2025
    The content is well-organized and the instructor does a great job with the delivery. It's a really good high-level course, but doesn't sacrifice some of the details which are particular to how AI can synthesize data. Some content is a little repetitive, but not so much so that it takes away from the strength of the module.
    Helpful · Report
  • Diego S. Diego S.

    Diego S.

    4/5 January 14, 2025
    This is definitely the way to go for ML Models to be trained with enough data in terms of quality, consistency and scenarios. still concern about the limitations to use syntthetic data on real time scenarios.
    Helpful · Report

Contents

What’s included

  • Practice while you learn 2 exercise files
  • Test your knowledge 6 quizzes
  • Learn on the go Access on tablet and phone
  • Stay up to date Continuing Education Units

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