Original PDF Ebook – Scala for Machine Learning – Second Edition2nd Edition – 9781787122383

Original PDF Ebook – Scala for Machine Learning – Second Edition2nd Edition – 9781787122383

Leverage Scala and Machine Learning to study and construct systems that can learn from data_x000D_
About This Book_x000D_
Explore a broad variety of data processing, machine learning, and genetic algorithms through diagrams, mathematical formulation, and updated source code in Scala_x000D_
Take your expertise in Scala programming to the next level by creating and customizing AI applications_x000D_
Experiment with different techniques and evaluate their benefits and limitations using real-world applications in a tutorial style_x000D_
Who This Book Is For_x000D_
If you’re a data scientist or a data analyst with a fundamental knowledge of Scala who wants to learn and implement various Machine learning techniques, this book is for you. 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!_x000D_
What You Will Learn_x000D_
Build dynamic workflows for scientific computing_x000D_
Leverage open source libraries to extract patterns from time series_x000D_
Write your own classification, clustering, or evolutionary algorithm_x000D_
Perform relative performance tuning and evaluation of Spark_x000D_
Master probabilistic models for sequential data_x000D_
Experiment with advanced techniques such as regularization and kernelization_x000D_
Dive into neural networks and some deep learning architecture_x000D_
Apply some basic multiarm-bandit algorithms_x000D_
Solve big data problems with Scala parallel collections, Akka actors, and Apache Spark clusters