R Data Analysis Projects [Video]

R Data Analysis Projects [Video]

Gopi Subramanian

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Get valuable insights from your data by building data analysis systems from scratch with R
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Video Details

ISBN 13 9781789130638
Course Length 4 hours 8 minutes

Table of Contents

Video Description

R offers a large variety of packages and libraries for fast and accurate data analysis and visualization. As a result, it’s one of the most popularly used languages by data scientists and analysts, or anyone who wants to perform data analysis.

This video will demonstrate how you can put to use your existing knowledge of data analysis in R to build highly efficient, end-to-end data analysis pipelines without any hassle. You’ll start by building a content-based recommendation system, followed by building a project on sentiment analysis with tweets.

You’ll implement time-series modeling for anomaly detection and understand cluster analysis for streaming data. You’ll work through projects on performing efficient market data research, building recommendation systems, and analyzing networks accurately, all provided with easy to follow code.

With the help of these real-world projects, you’ll get a better understanding of the challenges faced when building data analysis pipelines, and see how you can overcome them without compromising on the efficiency or accuracy of your systems. The video covers some popularly used R packages such as dplyr, ggplot2, RShiny, and others, and includes tips on using them effectively.

By the end of this video, you’ll have a better understanding of data analysis with R, and will be able to put your knowledge to practical use without any hassle.

Style and Approach

This video takes a unique, learn-as-you-do approach, as you build on your understanding of data analysis progressively with each project. This video is designed in a way that implementing each project will empower you with a unique skill set, and enable you to implement the next project more confidently.

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What You Will Learn

  • Build end-to-end predictive analytics systems in R
  • Study an experimental design to gather data and conduct analysis
  • Implement a recommender system from scratch using different approaches
  • Use and leverage RShiny to build reactive programming applications
  • Build systems for varied domains including market research, network analysis, social 
  • media analysis, and more
  • Explore various R Packages such as RShiny, ggplot, recommenderlab, dplyr, and find out how to use them effectively
  • Communicate modeling results using Shiny Dashboards
  • Perform multi-variate time-series analysis prediction, supplemented with sensitivity analysis and risk modeling

Authors

Table of Contents

Video Details

ISBN 139781789130638
Course Length4 hours 8 minutes
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