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Home > Computing and Information Technology Books > Scala for Machine Learning: Leverage Scala and Machine Learning to construct and study systems that can learn from data
Scala for Machine Learning: Leverage Scala and Machine Learning to construct and study systems that can learn from data

Scala for Machine Learning: Leverage Scala and Machine Learning to construct and study systems that can learn from data


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About the Book

Key Features Book DescriptionAre you curious about AI? All you need is a good understanding of the Scala programming language, a basic knowledge of statistics, a keen interest in Big Data processing, and this book!What you will learn Build dynamic workflows for scientific computing Leverage open source libraries to extract patterns from time series Write your own classification, clustering, or evolutionary algorithm Perform relative performance tuning and evaluation of Spark Master probabilistic models for sequential data Experiment with advanced techniques such as regularization and kernelization Solve big data problems with Scala parallel collections, Akka actors, and Apache Spark clusters Apply key learning strategies to a technical analysis of financial markets Who this book is for

Table of Contents:
Table of Contents

  1. Getting Started
  2. Hello World
  3. Data preprocessing
  4. Unsupervised Learning
  5. Na
  6. Regression and Regularization
  7. Sequential Data Models HMM and CRF
  8. Kernel models and Support Vector Machines
  9. Artificial Neural Networks
  10. Genetic Algorithms
  11. Reinforcement learning
  12. Scalable Frameworks
  13. Appendix: Appendix
  14. Appendix B


About the Author :
Patrick R. Nicolas is the director of engineering at Agile SDE, California. He has more than 25 years of experience in software engineering and building applications in C++, Java, and more recently in Scala/Spark, and has held several managerial positions. His interests include real-time analytics, modeling, and the development of nonlinear models.


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Product Details
  • ISBN-13: 9781783558759
  • Publisher: Packt Publishing Limited
  • Publisher Imprint: Packt Publishing Limited
  • Language: English
  • Sub Title: Leverage Scala and Machine Learning to construct and study systems that can learn from data
  • ISBN-10: 178355875X
  • Publisher Date: 17 Dec 2014
  • Binding: Digital (delivered electronically)
  • No of Pages: 624


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Scala for Machine Learning: Leverage Scala and Machine Learning to construct and study systems that can learn from data
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