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  • Book Overview & Buying R Machine Learning Projects
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R Machine Learning Projects

R Machine Learning Projects

By : Dr. Sunil Kumar Chinnamgari
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R Machine Learning Projects

R Machine Learning Projects

1 (1)
By: Dr. Sunil Kumar Chinnamgari

Overview of this book

R is one of the most popular languages when it comes to performing computational statistics (statistical computing) easily and exploring the mathematical side of machine learning. With this book, you will leverage the R ecosystem to build efficient machine learning applications that carry out intelligent tasks within your organization. This book will help you test your knowledge and skills, guiding you on how to build easily through to complex machine learning projects. You will first learn how to build powerful machine learning models with ensembles to predict employee attrition. Next, you’ll implement a joke recommendation engine and learn how to perform sentiment analysis on Amazon reviews. You’ll also explore different clustering techniques to segment customers using wholesale data. In addition to this, the book will get you acquainted with credit card fraud detection using autoencoders, and reinforcement learning to make predictions and win on a casino slot machine. By the end of the book, you will be equipped to confidently perform complex tasks to build research and commercial projects for automated operations.
Table of Contents (19 chapters)
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Part 1: Object-Oriented Design Principles
6
Part 2: Basic Design Patterns
12
Part 3: Advanced Design Patterns

Understanding the Singleton pattern

The Singleton pattern is a creational pattern that allows developers to ensure that there will only be a single instance of a class throughout the application and this class is globally accessible to all other classes. The way that developers usually implement the Singleton pattern is by making the constructor method private. They then provide an alternative static method that will act as a constructor method. Instead of returning a new instance of the class every time, this method always returns the same instance, ultimately allowing the existence of only one instance.

Well, this is the technical approach in which most programming languages implement the Singleton pattern, but something that I want you to keep in mind is that there is no unique way to implement design patterns. They are solutions to problems and, ultimately, when we implement them, we are looking more into getting their benefits than being strictly technical and rigid regarding...

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