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Machine Learning and AI Foundations: Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions Preview

Machine Learning and AI Foundations: Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions

With Keith McCormick Liked by 266 users
Duration: 2h 9m Skill level: Intermediate Released: 2/17/2022

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Course details

Data scientists and machine learning professionals have to stay apace with the latest techniques and approaches in the field. In this course, instructor Keith McCormick shows you how to produce explainable AI (XAI) and interpretable machine learning (IML) solutions.

Learn why the need for XAI has been rapidly increasing in recent years. Explore available methods and common techniques for XAI and IML, as well as when and how to use each. Keith walks you through the challenges and opportunities of black box models, showing you how to bring transparency to your models and using real-world examples that illustrate tricks of the trade on the easy-to-learn, open-source KNIME Analytics Platform. By the end of this course, you’ll have a better understanding of XAI and IML techniques for both global and local explanations.

Skills you’ll gain

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Sample certificate

Certificate of Completion

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Meet the instructor

Learner reviews

4.6 out of 5

138 ratings
  • 5 star
    Current value: 102 74%
  • 4 star
    Current value: 24 17%
  • 3 star
    Current value: 11 8%
  • 2 star
    Current value: 1 <1%
  • 1 star
    Current value: 0 0%
  • Steven West Steven West

    Steven West

    Engineering Consulitng at Premium Partnerships

    5/5 April 24, 2024
    I enjoyed the class and learned a lot
    Helpful · Report
  • Ashwin S. Ashwin S.

    Ashwin S.

    Manager at Samsung India electronics

    5/5 December 7, 2023
    Good for begginers.
    Helpful · Report
  • Hadjer BENYAMINA Hadjer BENYAMINA

    Hadjer BENYAMINA

    Computer Engineering PhD Student | AIE MSc Graduate | ISE MSc Graduate | Data Science, Healthcare & Environment Technology Enthusiast | English <>…

    5/5 November 15, 2023
    A very good starting course for a beginner. And also for a fresh start after a break, this could make a good reminder of XAI foundations. That was very helpful.
    Helpful · Report

Contents

What’s included

  • Practice while you learn 2 exercise files
  • Test your knowledge 7 quizzes
  • Learn on the go Access on tablet and phone
  • Stay up to date Continuing Education Units

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