Explainable artificial intelligence

Protected: Explainable Artificial Intelligence (15) model-independent interpretation (sharpley value)

Model-independent interpretation with Sharpe Ray values as explainable artificial intelligence used for digital transformation, artificial intelligence, and machine learning tasks breakDown, fastshap, R language, symmetry axioms, LIME, SHAP, sparse explanation, efficiency, symmetry, dummy, additivity principle, Sharpe Ray values, cooperative game theory

2023.03.17

Uncategorized

Protected: Explainable Machine Learning (8) Model-independent interpretation (ICE plot)

On ICE plot, one of the posterior interpretation models that can be explained and used for digital transformation (DX), artificial intelligence (AI), and machine learning (ML).

2021.08.05

推論技術:inference Technology検索技術:Search Technology機械学習:Machine Learning

Protected: Explainable Machine Learning (7) Model Independent Interpretation (PDP)

PDPs, one of the posterior interpretation models that can be used to explain digital transformation (DX), artificial intelligence (AI), and machine learning (ML)

2021.08.04

推論技術:inference Technology検索技術:Search Technology機械学習:Machine Learning

Explainable Machine Learning

In the first half of Molnar's paper on Explainable Artificial Intelligence, he outlines that explanations can be intrinsic or post-hoc, and in the latter approach, an algorithm is used to construct an explanation from input-output pairs. A good explanation is one that can be compared with counterexamples.

2021.06.25

アルゴリズム:Algorithms機械学習:Machine Learning