Szczegóły ebooka

Modern Scala Projects. Leverage the power of Scala for building data-driven and high performance projects

Modern Scala Projects. Leverage the power of Scala for building data-driven and high performance projects

Ilango gurusamy

Ebook
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.
  • 1. Predict the class of a flower from the Iris Dataset
  • 2. Build a Breast Cancer Prognosis Pipeline with the Power of Spark and Scala
  • 3. Stock Price Predictions
  • 4. Build a Spam Classification Pipeline
  • 5. Build a fraud detection System
  • 6. Build Flights Performance Prediction Model
  • 7. Building a Recommendation Engine
  • Tytuł: Modern Scala Projects. Leverage the power of Scala for building data-driven and high performance projects
  • Autor: Ilango gurusamy
  • Tytuł oryginału: Modern Scala Projects. Leverage the power of Scala for building data-driven and high performance projects
  • ISBN: 9781788625272, 9781788625272
  • Data wydania: 2018-07-30
  • Format: Ebook
  • Identyfikator pozycji: e_14yi
  • Wydawca: Packt Publishing