Scala for Machine Learning

Scala for Machine Learning
Author :
Publisher : Packt Publishing Ltd
Total Pages : 740
Release :
ISBN-10 : 9781787126206
ISBN-13 : 178712620X
Rating : 4/5 (20X Downloads)

Book Synopsis Scala for Machine Learning by : Patrick R. Nicolas

Download or read book Scala for Machine Learning written by Patrick R. Nicolas and published by Packt Publishing Ltd. This book was released on 2017-09-26 with total page 740 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 programming to the next level by creating and customizing AI applications Experiment with different techniques and evaluate their benefits and limitations using real-world applications in a tutorial style Who This Book Is For 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! 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 Dive into neural networks and some deep learning architecture Apply some basic multiarm-bandit algorithms 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 In Detail 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 design, logistics, manufacturing, and trading strategies, to detection of genetic anomalies. The book is your one stop guide that introduces you 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. You start by learning data preprocessing and filtering techniques. Following this, you'll move on to unsupervised learning techniques such as clustering and dimension reduction, followed by probabilistic graphical models such as Naive Bayes, hidden Markov models and Monte Carlo inference. Further, it covers the discriminative algorithms such as linear, logistic regression with regularization, kernelization, support vector machines, neural networks, and deep learning. You'll move on to evolutionary computing, multibandit algorithms, and reinforcement learning. Finally, the book includes a comprehensive overview of parallel computing in Scala and Akka followed by a description of Apache Spark and its ML library. With updated codes based on the latest version of Scala and comprehensive examples, this book will ensure that you have more than just a solid fundamental knowledge in machine learning with Scala. Style and approach This book is designed as a tutorial with hands-on exercises using technical analysis of financial markets and corporate data. The approach of each chapter is such that it allows you to understand key concepts easily.


Scala for Machine Learning Related Books

Scala for Machine Learning
Language: en
Pages: 740
Authors: Patrick R. Nicolas
Categories: Computers
Type: BOOK - Published: 2017-09-26 - Publisher: Packt Publishing Ltd

GET EBOOK

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
Scala for Machine Learning, Second Edition
Language: en
Pages: 740
Authors: Patrick R. Nicolas
Categories: Computers
Type: BOOK - Published: 2017-09-26 - Publisher: Packt Publishing

GET EBOOK

Leverage Scala and Machine Learning to study and construct systems that can learn from dataAbout This Book* Explore a broad variety of data processing, machine
Scala Machine Learning Projects
Language: en
Pages: 470
Authors: Rezaul Karim
Categories: Computers
Type: BOOK - Published: 2018-01-31 - Publisher: Packt Publishing

GET EBOOK

Powerful smart applications using deep learning algorithms to dominate numerical computing, deep learning, and functional programming. Key Features Explore mach
Programming Scala
Language: en
Pages: 498
Authors: Dean Wampler
Categories: Computers
Type: BOOK - Published: 2014-12-04 - Publisher: "O'Reilly Media, Inc."

GET EBOOK

Get up to speed on Scala, the JVM language that offers all the benefits of a modern object model, functional programming, and an advanced type system. Packed wi
Machine Learning with Spark - Second Edition
Language: en
Pages: 572
Authors: Rajdeep Dua
Categories:
Type: BOOK - Published: 2016-10-31 - Publisher:

GET EBOOK

Develop intelligent machine learning systems with SparkAbout This Book*Get to the grips with the latest version of Apache Spark*Utilize Spark's machine learning