Book Image

Modern Scala Projects

By : Ilango gurusamy
Book Image

Modern Scala Projects

By: Ilango gurusamy

Overview of this book

Scala is both a functional programming and object-oriented programming language designed to express common programming patterns in a concise, readable, and type-safe way. Complete with step-by-step instructions, Modern Scala Projects will guide you in exploring Scala capabilities and learning best practices. Along the way, you'll build applications for professional contexts while understanding the core tasks and components. You’ll begin with a project for predicting the class of a flower by implementing a simple machine learning model. Next, you'll create a cancer diagnosis classification pipeline, followed by tackling projects delving into stock price prediction, spam filtering, fraud detection, and a recommendation engine. The focus will be on application of ML techniques that classify data and make predictions, with an emphasis on automating data workflows with the Spark ML pipeline API. The book also showcases the best of Scala’s functional libraries and other constructs to help you roll out your own scalable data processing frameworks. By the end of this Scala book, you’ll have a firm foundation in Scala programming and have built some interesting real-world projects to add to your portfolio.
Table of Contents (14 chapters)
Title Page
Copyright and Credits
Packt Upsell
Contributors
Preface
Index

Appendix 1. Other Books You May Enjoy

If you enjoyed this book, you may be interested in these other books by Packt:

Scala Design Patterns - Second Edition Ivan Nikolov

ISBN: 978-1-78847-130-5

  • Immerse yourself in industry-standard design patterns—structural, creational, and behavioral—to create extraordinary applications
  • See the power of traits and their application in Scala
  • Implement abstract and self types and build clean design patterns
  • Build complex entity relationships using structural design patterns
  • Create applications faster by applying functional design patterns

Scala Microservices Jatin Puri, Selvam Palanimalai

ISBN: 978-1-78646-934-2

  • Learn the essentials behind Microservices, the advantages and perils associated with them
  • Build low latency, high throughput applications using Play and Lagom
  • Dive deeper with being asynchronous and understand the superiority it provides
  • Model your complex domain data for scale and simplicity with CQRS and Event Sourcing
  • Be resilient to failures by using message passing
  • Look at best practices of version control workflow, testing, continuous integration and deployments
  • Understand operating system level virtualization using Linux Containers. Docker is used to explain how containers work
  • Automate your infrastructure with kubernetes