Integrating machine learning into science
13
Robustness
Supervised Machine Learning for Science
Summary
1
Preface
2
Introduction
3
Bare-Bones Supervised Machine Learning
Justifying machine learning for science
4
The Role of Prediction in Science
5
Machine Learning and Other Scientific Goals: A Clash
6
Justification to Use Machine Learning
7
Bare-Bones Machine Learning Is Insufficient
Integrating machine learning into science
8
Generalization
9
Domain Knowledge
10
Interpretability
11
Causality
12
Uncertainty
13
Robustness
14
Fairness
15
Reporting
16
Reproducibility
Acknowledgments
Citing this Book
About the Authors
References
Integrating machine learning into science
13
Robustness
13
Robustness
Coming soon….
12
Uncertainty
14
Fairness