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...

Description complète

Détails bibliographiques
Cote:Libro Electrónico
Auteur principal: Nicolas, Patrick R. (Auteur)
Format: Électronique eBook
Langue:Inglés
Publié: Birmingham, UK : Packt Publishing, 2017.
Édition:Second edition.
Sujets:
Scala (Computer program language)
Machine learning.
Regression analysis > Data processing.
Scala (Langage de programmation)
Apprentissage automatique.
Analyse de régression > Informatique.
Accès en ligne:Texto completo (Requiere registro previo con correo institucional)
Table des matières:
  • 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.

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