Sign In Start Free Trial
Account

Add to playlist

Create a Playlist

Modal Close icon
You need to login to use this feature.
  • Book Overview & Buying Modern Scala Projects
  • Table Of Contents Toc
  • Feedback & Rating feedback
Modern Scala Projects

Modern Scala Projects

By : gurusamy
close
close
Modern Scala Projects

Modern Scala Projects

By: 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 (9 chapters)
close
close

Getting started

The best way to get started is by understanding the bigger picture—gauging the magnitude of the work ahead of us. In this sense, we have identified two broad tasks:

  • Setting up the prerequisite software.
  • Developing two pipelines, starting with data collection and building a workflow sequence that could end with predictions. Those pipelines are as follows:
  • A Random Forests pipeline
  • A logistical regression pipeline

We will talk about setting up the prerequisite software in the next section.

Setting up prerequisite software

First, please refer back to the Setting up the prerequisite software section in Chapter 1, Predict the Class of a Flower from the Iris Dataset, to review your existing infrastructure...

Visually different images
CONTINUE READING
83
Tech Concepts
36
Programming languages
73
Tech Tools
Icon Unlimited access to the largest independent learning library in tech of over 8,000 expert-authored tech books and videos.
Icon Innovative learning tools, including AI book assistants, code context explainers, and text-to-speech.
Icon 50+ new titles added per month and exclusive early access to books as they are being written.
Modern Scala Projects
notes
register here to use this feature" > bookmark Notes and Bookmarks register here to use this feature" > search Search in title register here to use this feature" > playlist Add to playlist register here to use this feature" > download Download options font-size Font size

Change the font size

margin-width Margin width

Change margin width

day-mode Day/Sepia/Night Modes

Change background colour

Close icon Search
Country selected

Close icon Your notes and bookmarks

Confirmation

Modal Close icon
claim successful

Buy this book with your credits?

Modal Close icon
Are you sure you want to buy this book with one of your credits?
Close
YES, BUY

Submit Your Feedback

Modal Close icon
Modal Close icon
Modal Close icon