Scala for machine learning : data processing, ML algorithms, smart analytics, and more [E-Book] / Patrick R. Nicolas.
Nicolas, Patrick R., (author)
2nd edition
Birmingham : Packt Publishing, 2017
740 pages (online resource)
englisch
9781787122383
9781787126206
1787122387
178712620X
Full Text
Table of Contents:
  • 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.