Explainable AI Cheat Sheet - Five Key Categories

Explainable AI is a set of tools and methods that allow us to understand Artificial Intelligence and Machine Learning models and their predictions. This video is an accessible and gentle introduction to Explainable AI methods. It is an introduction to the Explainable AI Cheat Sheet (https://ex.pegg.io).

Intro (0:00)
One Explainability Motivation (0:58)
Explainable AI Cheat Sheet (2:39)
1. Interpretable Models (3:25)
2. Model-Agnostic Methods (4:26)
3. Model-Specific Methods (6:40)
4. Example-Based Methods (7:52)
5. Neural Representations (9:35)
Conclusion & Resources (12:13)
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The Explainable AI Cheat Sheet:
https://ex.pegg.io

Mirror: https://github.com/arpeggiohq/explainabile-ai

Resources:
Interpretable Machine Learning Book (Christoph Molnar): https://christophm.github.io/interpretable-ml-book/
Explainability for NLP (Isabelle Augenstein): https://www.youtube.com/watch?v=XiaTNOHPpuA
NLP Highlights: Interpreting NLP Model Predictions (Sameer Singh): https://soundcloud.com/nlp-highlights/117-interpreting-nlp-model-predictions-with-sameer-singh
Please Stop Doing "Explainable" ML (Cynthia Rudin): https://www.youtube.com/watch?v=I0yrJz8uc5Q

Видео Explainable AI Cheat Sheet - Five Key Categories канала Jay Alammar