Introduction to Explainable AI (XAI) | Interpretable models, agnostic methods, counterfactuals

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  • Опубліковано 16 чер 2024
  • Artificial intelligence (AI) and machine learning (ML) impact our lives in many ways. From mundane tasks to critical decision-making processes, AI's role is becoming more central. As a result, the need for transparency and interpretability of these systems is growing. This is why we need to field of Expianable AI (XAI) also known as interpretable machine learning (IML).
    We will take a brief look at what XAI aims to achieve and the various approaches at our disposal. These include intrinsically interpretable models, model agnostic methods, causal models, counterfactuals, adversarial examples and non-agnostic methods.
    🚀 Free Course 🚀
    Signup here: mailchi.mp/40909011987b/signup
    XAI course: adataodyssey.com/courses/xai-...
    SHAP course: adataodyssey.com/courses/shap...
    🚀 Companion Article (no-paywall link): 🚀
    medium.com/towards-data-scien...
    🚀 Useful playlists 🚀
    XAI: • Explainable AI (XAI)
    SHAP: • SHAP
    Algorithm fairness: • Algorithm Fairness
    🚀 Get in touch 🚀
    Medium: / conorosullyds
    Threads: www.threads.net/@conorosullyds
    Twitter: / conorosullyds
    Website: adataodyssey.com/
    🚀 Chapters 🚀
    00:00 Introduction
    02:15 What is XAI?
    03:16 Inrinsically interpretable models
    05:14 Black-box models
    06:38 Model agnostic methods
    07:52 Causal models
    08:31 Counterfactual explanations
    09:14 Adversarial examples
    10:03 Model-specific methods
    10:54 A note on terminology

КОМЕНТАРІ • 7

  • @adataodyssey
    @adataodyssey  4 місяці тому

    🚀 Free Course 🚀
    Signup here: mailchi.mp/40909011987b/signup
    XAI course: adataodyssey.com/courses/xai-with-python/
    SHAP course: adataodyssey.com/courses/shap-with-python/

  • @MS-qh3iz
    @MS-qh3iz 4 місяці тому

    Loved the video! Thank you so much! :)

    • @adataodyssey
      @adataodyssey  4 місяці тому

      No problem! More XAI content is on the way. Will post a new video every Monday ☺️

  • @jav65
    @jav65 3 місяці тому

    Why do I get a feeling that you are an AI?

    • @adataodyssey
      @adataodyssey  3 місяці тому

      haha I'm still learning to be natural on camera :) be kind!

    • @jav65
      @jav65 3 місяці тому

      I was just kidding... you have done an excellent presentation of the topic, thank you so much for this video

    • @adataodyssey
      @adataodyssey  3 місяці тому

      @@jav65 No problem Jav! More on the way :)