Read e-book online Scala for Machine Learning - Second Edition PDF

By Patrick Nicolas

Key Features

  • Explore a vast number of facts processing, computer studying, and genetic algorithms via diagrams, mathematical formula, and up to date resource code in Scala
  • Take your services in Scala programming to the subsequent point via growing and customizing AI applications
  • Experiment with varied recommendations and assessment their merits and obstacles utilizing real-world purposes in an instructional style

Book Description

The discovery of data via facts clustering and type is turning into a key differentiator for aggressive agencies. desktop studying purposes are far and wide, from self-driving automobiles, engineering layout, logistics, production, and buying and selling innovations, to detection of genetic anomalies.

The e-book is your one cease advisor that introduces you to thefunctional features of the Scala programming language which are severe to the construction of computing device studying algorithms reminiscent of dependency injection and implicits.

You commence through studying information preprocessing and filtering recommendations. Following this, you are going to stream directly to unsupervised studying concepts akin to clustering and measurement relief, by way of probabilistic graphical types corresponding to Naïve Bayes, hidden Markov types and Monte Carlo inference. extra, it covers the discriminative algorithms corresponding to linear, logistic regression with regularization, kernelization, aid vector machines, neural networks, and deep studying. You’ll circulation directly to evolutionary computing, multibandit algorithms, and reinforcement learning.

Finally, the e-book encompasses a entire evaluate of parallel computing in Scala and Akka by means of an outline of Apache Spark and its ML library. With up to date codes in accordance with the newest model of Scala and entire examples, this e-book will make sure that you've greater than only a sturdy basic wisdom in computer studying with Scala.

What you'll learn

  • Build dynamic workflows for medical computing
  • Leverage open resource libraries to extract styles from time series
  • Write your individual category, clustering, or evolutionary algorithm
  • Perform relative functionality tuning and evaluate of Spark
  • Master probabilistic types for sequential data
  • Experiment with complicated strategies equivalent to regularization and kernelization
  • Dive into neural networks and a few deep studying architecture
  • Apply a few easy multiarm-bandit algorithms
  • Solve immense information issues of Scala parallel collections, Akka actors, and Apache Spark clusters
  • Apply key studying concepts to a technical research of economic markets

About the Author

Patrick Nicolas is a Director of knowledge engineering at Agile SDE in San Francisco bay region, California. He has 25 years of expertise in software program engineering and development purposes in C++, Java, and extra lately in Scala, and has held numerous managerial positions. His pursuits comprise real-time analytics, modeling and improvement of nonlinear models.

Show description

Read or Download Scala for Machine Learning - Second Edition PDF

Best data modeling & design books

Download e-book for kindle: Spatial Modeling in Natural Sciences and Engineering: by Jürgen Friedrich

The writer introduces the reader to the construction and implementation of space-related versions via utilising a learning-by-doing and problem-oriented technique. the mandatory procedural talents are hardly taught at universities and plenty of scientists and engineers fight to move a version right into a computing device application.

Download e-book for kindle: Fault Detection and Diagnosis in Industrial Systems by L.H. Chiang,E.L. Russell,R.D. Braatz

Early and actual fault detection and analysis for contemporary chemical crops can reduce downtime, raise the security of plant operations, and decrease production expenditures. This ebook provides the theoretical heritage and sensible thoughts for data-driven strategy tracking. It demonstrates the applying of the entire data-driven procedure tracking recommendations to the Tennessee Eastman plant simulator, and appears on the strengths and weaknesses of every technique intimately.

New PDF release: R Quick Syntax Reference

The R fast Syntax Reference is a convenient reference publication detailing the intricacies of the R language. not just is R a loose, open-source software, R is strong, versatile, and has cutting-edge statistical ideas to be had. With the various information which has to be right while utilizing any language, in spite of the fact that, the R quickly Syntax Reference makes utilizing R more uncomplicated.

Download e-book for kindle: Scala for Machine Learning - Second Edition by Patrick Nicolas

Key FeaturesExplore a wide number of info processing, computing device studying, and genetic algorithms via diagrams, mathematical formula, and up to date resource code in ScalaTake your services in Scala programming to the subsequent point by means of developing and customizing AI applicationsExperiment with varied options and assessment their advantages and barriers utilizing real-world functions in an educational styleBook DescriptionThe discovery of data via information clustering and category is turning into a key differentiator for aggressive firms.

Additional info for Scala for Machine Learning - Second Edition

Example text

Download PDF sample

Scala for Machine Learning - Second Edition by Patrick Nicolas

by David

Rated 4.63 of 5 – based on 28 votes