動画検索
関連広告
検索結果
What is explainable AI?
Channel update
Why do we want to be able to explain how models make decisions?
Basic science perspective
Why is explainability important?
Explaining proprietary models
Interpretable Models
Why do we need to develop algorithms that aren't black boxes?
Fairness & bias in algorithms
Outro
Agenda
Explainability Approaches
Local VS Global Explanations
Salary Prediction Dataset - Sample Data
Local Interpretable Model-agnostic Explanations (LIME). Post-hoc simplification explainability technique
Terminology
Shapley Values - Fairness Axioms
Shapley Values for ML-Problems
Shapley Values for ML - Problems
Decision Tree