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Machine Learning Using R: With Time Series and Industry-Based Use Cases in R

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Examine the latest technological advancements in building a scalable machine-learning model with big data using R. This second edition shows you how to work with a machine-learning algorithm and use it to build a ML model from raw data. You will see how to use R programming with TensorFlow, thus avoiding the effort of learning Python if you are only comfortable with R.

As in the first edition, the authors have kept the fine balance of theory and application of machine learning through various real-world use-cases which gives you a comprehensive collection of topics in machine learning. New chapters in this edition cover time series models and deep learning.

What You'll Learn 
  • Understand machine learning algorithms using R
  • Master the process of building machine-learning models 
  • Cover the theoretical foundations of machine-learning algorithms
  • See industry focused real-world use cases
  • Tackle time series modeling in R
  • Apply deep learning using Keras and TensorFlow in R

Who This Book is For

Data scientists, data science professionals, and researchers in academia who want to understand the nuances of machine-learning approaches/algorithms in practice using R.

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Designing Hyper-V Solutions
Designing Hyper-V Solutions

Deploy Microsoft Virtualization and VDI solutions using real-world Hyper-V configurations

About This Book

  • Get acquainted with the basics of Windows Server Hyper-V 2012 R2 and understand how to efficiently design a highly available virtualization solution
  • Assess your physical server...
More than a Game: The Computer Game as Fictional Form
More than a Game: The Computer Game as Fictional Form
Taking its cue from practices of reading texts in literary and cultural studies, this book considers the computer game as a new and emerging mode of contemporary storytelling. In a carefully organized study, Barry Atkins discusses questions of narrative and realism in four of the most significant games of the last decade: Tomb Raider,...
Power Supplies for LED Driving
Power Supplies for LED Driving
The LED has been available for many years now, initially as a red colored indicator. Later, yellow/amber, green and finally blue colored LEDs became available, which triggered an explosion in applications. Applications included traffic lights, vehicle lights and wall-washes (mood lighting). Recently blue colored LEDs have been combined with yellow...

Practical Electronics for Inventors, Third Edition
Practical Electronics for Inventors, Third Edition

THE ELECTRONICS KNOW-HOW YOU NEED TO BECOME A SUCCESSFUL INVENTOR

"If there is a successor to Make: Electronics, then I believe it would have to be Practical Electronics for Inventors....perfect for an electrical engineering student or maybe a high school student with a strong aptitude for...

Professional Practice in Artificial Intelligence: IFIP 19th World Computer Congress, TC-12: Professional Practice Stream, August 21-24, 2006
Professional Practice in Artificial Intelligence: IFIP 19th World Computer Congress, TC-12: Professional Practice Stream, August 21-24, 2006
This volume presents proceedings from the 19th IFIP World Computer Congress in Santiago, Chile. The proceedings of the World Computer Congress are a product of the gathering of 2,000 delegates from more than 70 countries to discuss a myriad of topics in the ICT domain. Of particular note, this marks the first time that a World Computer Congress has...
Python GUI Programming with Tkinter: Develop responsive and powerful GUI applications with Tkinter
Python GUI Programming with Tkinter: Develop responsive and powerful GUI applications with Tkinter

Find out how to create visually stunning and feature-rich applications by empowering Python's built-in Tkinter GUI toolkit

Key Features

  • Explore Tkinter's powerful features to easily design and customize your GUI application
  • Learn the basics of 2D and 3D animation...
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