Scala for machine learning : data processing, ML algorithms, smart analytics, and more /
Leverage Scala and Machine Learning to study and construct systems that can learn from data About This Book Explore a broad variety of data processing, machine learning, and genetic algorithms through diagrams, mathematical formulation, and updated source code in Scala Take your expertise in Scala p...
Clasificación: | Libro Electrónico |
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Autor principal: | |
Formato: | Electrónico eBook |
Idioma: | Inglés |
Publicado: |
Birmingham, UK :
Packt Publishing,
2017.
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Edición: | Second edition. |
Temas: | |
Acceso en línea: | Texto completo (Requiere registro previo con correo institucional) |
Tabla de Contenidos:
- Scala for machine learning : data processing, ML algorithms, smart analytics, and more, second edition
- Credits
- About the Author
- About the Reviewers
- www.PacktPub.com
- Customer Feedback
- Table of Contents
- Preface
- Chapter 1: Getting Started
- Chapter 2: Data Pipelines
- Chapter 3: Data Preprocessing
- Chapter 4: Unsupervised Learning
- Chapter 5: Dimension Reduction
- Chapter 6: Naïve Bayes Classifiers
- Chapter 7: Sequential Data Models
- Chapter 8: Monte Carlo Inference
- Chapter 9: Regression and Regularization
- Chapter 10: Multilayer Perceptron
- Chapter 11: Deep Learning
- Chapter 12: Kernel Models and SVM
- Chapter 13: Evolutionary Computing
- Chapter 14: Multiarmed Bandits
- Chapter 15: Reinforcement Learning
- Chapter 16: Parallelism in Scala and Akka
- Chapter 17: Apache Spark MLlib
- Appendix A: Basic Concepts
- Appendix B: References.