Information-Driven Machine Learning
portes grátis
Information-Driven Machine Learning
Data Science as an Engineering Discipline
Friedland, Gerald
Springer International Publishing AG
12/2023
267
Dura
Inglês
9783031394768
15 a 20 dias
Descrição não disponível.
Preface.- 1 Introduction.- 2 The Automated Scientific Process.- 3 The (Black Box) Machine Learning Process.- 4 Information Theory.- 5 Capacity.- 6 The Mechanics of Generalization.- 7 Meta-Math: Exploring the Limits of Modeling.- 8 Capacity of Neural Networks.- 8 Capacity of Neural Networks.- 10 Capacities of some other Machine Learning Methods.- 11 Data Collection and Preparation.- 12 Measuring Data Sufficiency.- 13 Machine Learning Operations.- 14 Explainability.- 15 Repeatability and Reproducibility.- 16 The Curse of Training and the Blessing of High Dimensionality.- 16 The Curse of Training and the Blessing of High Dimensionality.- Appendix A Recap: The Logarithm.- Appendix B More on Complexity.- Appendix C Concepts Cheat Sheet.- Appendix D A Review Form that Promotes Reproducibility.- List of Illustrations.- Bibliography.
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machine learning experiments;information theory;information measurements;decision trees;neural networks;explainability
Preface.- 1 Introduction.- 2 The Automated Scientific Process.- 3 The (Black Box) Machine Learning Process.- 4 Information Theory.- 5 Capacity.- 6 The Mechanics of Generalization.- 7 Meta-Math: Exploring the Limits of Modeling.- 8 Capacity of Neural Networks.- 8 Capacity of Neural Networks.- 10 Capacities of some other Machine Learning Methods.- 11 Data Collection and Preparation.- 12 Measuring Data Sufficiency.- 13 Machine Learning Operations.- 14 Explainability.- 15 Repeatability and Reproducibility.- 16 The Curse of Training and the Blessing of High Dimensionality.- 16 The Curse of Training and the Blessing of High Dimensionality.- Appendix A Recap: The Logarithm.- Appendix B More on Complexity.- Appendix C Concepts Cheat Sheet.- Appendix D A Review Form that Promotes Reproducibility.- List of Illustrations.- Bibliography.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
