Nicolas P.R. - Scala for Machine Learning [2014, PDF, ENG] torrent

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Scala for Machine Learning

Год: 2014
Автор: Nicolas P.R.
Издательство: Packt
ISBN: 978-1-78355-874-2
Язык: Английский
Формат: PDF
Качество: Изначально компьютерное (eBook)
Интерактивное оглавление: Да
Количество страниц: 520
Описание: The discovery of information through data clustering and classification is becoming a key differentiator for competitive organizations. Machine learning applications are everywhere, from self-driving cars, engineering designs, biometrics, and trading strategies, to detection of genetic anomalies.
The book begins with an introduction to the functional capabilities of the Scala programming language that are critical to the creation of machine learning algorithms such as dependency injection and implicits.
Next, you'll learn about data preprocessing and filtering techniques. Following this, you'll move on to clustering and dimension reduction, Naïve Bayes, regression models, sequential data, regularization and kernelization, support vector machines, neural networks, generic algorithms, and re-enforcement learning. A review of the Akka framework and Apache Spark clusters concludes the tutorial.
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[spoiler="Содержание"]
Preface 1
Chapter 1: Getting Started 9
Chapter 2: Hello World! 39
Chapter 3: Data Preprocessing 63
Chapter 4: Unsupervised Learning 99
Chapter 5: Naïve Bayes Classifiers 137
Chapter 6: Regression and Regularization 169
Chapter 7: Sequential Data Models 207
Chapter 8: Kernel Models and Support Vector Machines 251
Chapter 9: Artificial Neural Networks 289
Chapter 10: Genetic Algorithms 327
Chapter 11: Reinforcement Learning 365
Chapter 12: Scalable Frameworks 405
Appendix A: Basic Concepts 447
Index 475
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