Practical Explainable AI Using Python
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Published By Apress

9781484271575, 9781484271582

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Explainability for Non-Linear Models

Practical Explainable AI Using Python ◽

10.1007/978-1-4842-7158-2_4 ◽

2021 ◽

pp. 93-127

Author(s):

Pradeepta Mishra

Keyword(s):

Linear Models ◽

Non Linear

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Explainability for Deep Learning Models

Practical Explainable AI Using Python ◽

10.1007/978-1-4842-7158-2_9 ◽

2021 ◽

pp. 243-263

Author(s):

Pradeepta Mishra

Keyword(s):

Deep Learning ◽

Learning Models

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Explainability for Ensemble Models

Practical Explainable AI Using Python ◽

10.1007/978-1-4842-7158-2_5 ◽

2021 ◽

pp. 129-168

Author(s):

Pradeepta Mishra

Keyword(s):

Ensemble Models

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Model Explainability and Interpretability

Practical Explainable AI Using Python ◽

10.1007/978-1-4842-7158-2_1 ◽

2021 ◽

pp. 1-22

Author(s):

Pradeepta Mishra

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Explainability for NLP

Practical Explainable AI Using Python ◽

10.1007/978-1-4842-7158-2_7 ◽

2021 ◽

pp. 193-227

Author(s):

Pradeepta Mishra

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Model-Agnostic Explanations by Identifying Prediction Invariance

Practical Explainable AI Using Python ◽

10.1007/978-1-4842-7158-2_12 ◽

2021 ◽

pp. 299-314

Author(s):

Pradeepta Mishra

Keyword(s):

Prediction Invariance

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AI Model Fairness Using a What-If Scenario

Practical Explainable AI Using Python ◽

10.1007/978-1-4842-7158-2_8 ◽

2021 ◽

pp. 229-242

Author(s):

Pradeepta Mishra

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Counterfactual Explanations for XAI Models

Practical Explainable AI Using Python ◽

10.1007/978-1-4842-7158-2_10 ◽

2021 ◽

pp. 265-278

Author(s):

Pradeepta Mishra

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Contrastive Explanations for Machine Learning

Practical Explainable AI Using Python ◽

10.1007/978-1-4842-7158-2_11 ◽

2021 ◽

pp. 279-298

Author(s):

Pradeepta Mishra

Keyword(s):

Machine Learning

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Model Explainability for Rule-Based Expert Systems

Practical Explainable AI Using Python ◽

10.1007/978-1-4842-7158-2_13 ◽

2021 ◽

pp. 315-326

Author(s):

Pradeepta Mishra

Keyword(s):

Expert Systems ◽

Rule Based

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