Explainable Artificial Intelligence: An Introduction to Interpretable Machine Learning
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Published By Springer International Publishing

9783030833558, 9783030833565

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Model Interpretability: Advances in Interpretable Machine Learning

Explainable Artificial Intelligence: An Introduction to Interpretable Machine Learning ◽

10.1007/978-3-030-83356-5_4 ◽

2021 ◽

pp. 121-165

Author(s):

Uday Kamath ◽

John Liu

Keyword(s):

Machine Learning ◽

Interpretable Machine Learning

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Post-Hoc Interpretability and Explanations

Explainable Artificial Intelligence: An Introduction to Interpretable Machine Learning ◽

10.1007/978-3-030-83356-5_5 ◽

2021 ◽

pp. 167-216

Author(s):

Uday Kamath ◽

John Liu

Keyword(s):

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Explainability in Time Series Forecasting, Natural Language Processing, and Computer Vision

Explainable Artificial Intelligence: An Introduction to Interpretable Machine Learning ◽

10.1007/978-3-030-83356-5_7 ◽

2021 ◽

pp. 261-302

Author(s):

Uday Kamath ◽

John Liu

Keyword(s):

Computer Vision ◽

Time Series ◽

Natural Language Processing ◽

Natural Language ◽

Language Processing ◽

Time Series Forecasting

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Introduction to Interpretability and Explainability

Explainable Artificial Intelligence: An Introduction to Interpretable Machine Learning ◽

10.1007/978-3-030-83356-5_1 ◽

2021 ◽

pp. 1-26

Author(s):

Uday Kamath ◽

John Liu

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Pre-model Interpretability and Explainability

Explainable Artificial Intelligence: An Introduction to Interpretable Machine Learning ◽

10.1007/978-3-030-83356-5_2 ◽

2021 ◽

pp. 27-77

Author(s):

Uday Kamath ◽

John Liu

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Model Visualization Techniques and Traditional Interpretable Algorithms

Explainable Artificial Intelligence: An Introduction to Interpretable Machine Learning ◽

10.1007/978-3-030-83356-5_3 ◽

2021 ◽

pp. 79-120

Author(s):

Uday Kamath ◽

John Liu

Keyword(s):

Visualization Techniques ◽

Model Visualization

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XAI: Challenges and Future

Explainable Artificial Intelligence: An Introduction to Interpretable Machine Learning ◽

10.1007/978-3-030-83356-5_8 ◽

2021 ◽

pp. 303-310

Author(s):

Uday Kamath ◽

John Liu

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Explainable Deep Learning

Explainable Artificial Intelligence: An Introduction to Interpretable Machine Learning ◽

10.1007/978-3-030-83356-5_6 ◽

2021 ◽

pp. 217-260

Author(s):

Uday Kamath ◽

John Liu

Keyword(s):

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