Integrating Machine Learning Into Science
13
Uncertainty
Supervised Machine Learning for Science
Summary
1
Preface
2
Introduction
Justifying machine learning for science
3
Bare-Bones Supervised Machine Learning
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
Robustness
13
Uncertainty
14
Reproducibility
15
Reporting
Acknowledgments
Citing this Book
About the Authors
References
Integrating Machine Learning Into Science
13
Uncertainty
13
Uncertainty
Coming soon…
12
Robustness
14
Reproducibility