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Explainable Artificial Intelligence

Lecture Register

Academic year /1
Lecturer

Lecture

  • 05 Dec 2022 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    Course Introduction - Motivation for XAI- What is an explanation - The role of explainability in the novel ML process: the assessment guidelines for trustworthy

  • 06 Dec 2022 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    The taxonomy of XAI methods for Machine Learning- Overview of post-hoc explanation methods –

  • 12 Dec 2022 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    Overview of post-hoc explanation methods (cnt)

  • 13 Dec 2022 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    Overview of transparent by-design explanation methods –

  • 19 Dec 2022 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    Hands-on: on XAI methods from XAI Library – Post hoc methods (tabular) (Lore Lime Anchor Shap)

  • 20 Dec 2022 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    Hands-on: on XAI methods from XAI Library – Post hoc methods (tabular)

  • 16 Jan 2023 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    Hands-on: on XAI methods from XAI Library – Post hoc methods (Images) – project presentation - IntGrad, Lime, GRADCAM(++), SmoothGRAD,

  • 17 Jan 2023 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    Explanation as contrastive reasoning: counterfactual and causality –

  • 23 Jan 2023 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    Hands-on: on XAI methods from XAI Library – Post hoc methods (Images)

  • 24 Jan 2023 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    Explaining by design & Global Explainer: EBM, Tlace, TREPAN, GlocalX

  • 30 Jan 2023 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    Interactive XAI

  • 31 Jan 2023 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    Explaining by design with Knowledge Injection

  • 27 Feb 2023 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    Student Project Seminars

  • 28 Feb 2023 (2h 00m)

    Fosca Giannotti - Course (teaching activity) - Face to face

    Student Project Seminars

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