Mastering R Programming [Video]

Mastering R Programming [Video]

Selva Prabhakaran

1 customer reviews
Build R packages, gain in-depth knowledge of machine learning, and master advanced programming techniques in R
Mapt Subscription
FREE
$30.00/m after trial
Video
$10.00
RRP $109.99
Save 90%
What do I get with a Mapt subscription?
  • Unlimited access to all Packt’s 6,000+ eBooks and Videos
  • 100+ new titles a month, learning paths, assessments & code files
  • 1 Free eBook or Video to download and keep every month after trial
What do I get with an eBook?
  • Download this book in EPUB, PDF, MOBI formats
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
What do I get with Print & eBook?
  • Get a paperback copy of the book delivered to you
  • Download this book in EPUB, PDF, MOBI formats
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
What do I get with a Video?
  • Download this Video course in MP4 format
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
$0.00
$10.00
$29.99 p/m after trial
RRP $109.99
Subscription
Video
Start 14 Day Trial

Frequently bought together


Mastering R Programming [Video] Book Cover
Mastering R Programming [Video]
$ 109.99
$ 10.00
Building Blockchains With Hyperledger Fabric [Video] Book Cover
Building Blockchains With Hyperledger Fabric [Video]
$ 89.99
$ 10.00
Buy 2 for $20.00
Save $179.98
Add to Cart

Video Details

ISBN 13 9781786464781
Course Length 5 hours 12 minutes

Table of Contents

Video Description

R is a statistical programming language that allows you to build probabilistic models, perform data science, and build machine learning algorithms. R has a great package ecosystem that enables developers to conduct data visualization to data analysis.This video covers advanced-level concepts in R programming and demonstrates industry best practices. This is an advanced R course with an intensive focus on machine learning concepts in depth and applying them in the real world with R.

We start off with pre-model-building activities such as univariate and bivariate analysis, outlier detection, and missing value treatment featuring the mice package. We then take a look linear and non-linear regression modeling and classification models, and check out the math behind the working of classification algorithms. We then shift our focus to unsupervised learning algorithms, time series analysis and forecasting models, and text analytics. We will see how to create a Term Document Matrix, normalize with TF-IDF, and draw a word cloud. We’ll also check out how cosine similarity can be used to score similar documents and how Latent Semantic Indexing (LSI) can be used as a vector space model to group similar documents. Later, the course delves into constructing charts using the Ggplot2 package and multiple strategies to speed up R code. We then go over the powerful `dplyr` and `data.table` packages and familiarize ourselves to work with the pipe operator during the process. We will learn to write and interface C++ code in R using the powerful Rcpp package. We’ll complete our journey with building an R package using facilities from the roxygen2 and dev tools packages.

By the end of the course, you will have a solid knowledge of machine learning and the R language itself. You’ll also solve numerous coding challenges throughout the course.

Style and Approach

This is a task-based video course with hands-on working sessions and detailed explanations. Most videos in this course close with a related coding challenge.You will see hands-on coding sessions throughout and get in-depthexplanations ofthe concepts.

Video Preview

What You Will Learn

  • Perform pre-model-building steps
  • Get an in-depth view of linear and non-linear regression modeling
  • Build and evaluate classification models
  • Master the use of the powerful caret package
  • Understand the working behind core machine learning algorithms
  • Implement unsupervised learning algorithms
  • Build recommendation engines using multiple algorithms
  • Analyze time series data and build forecasting models
  • Delve in depth into text analytics
  • Interface C++ code in R using Rcpp
  • Construct nice looking charts with Ggplot2
  • Get to know advanced strategies to speed up R code
  • Build R packages from scratch and submit them to CRAN

Authors

Table of Contents

Video Details

ISBN 139781786464781
Course Length5 hours 12 minutes
Read More
From 1 reviews

Read More Reviews

Recommended for You

Building Blockchains With Hyperledger Fabric [Video] Book Cover
Building Blockchains With Hyperledger Fabric [Video]
$ 89.99
$ 10.00
Learn By Example: Seaborn [Video] Book Cover
Learn By Example: Seaborn [Video]
$ 89.99
$ 10.00
Building Blockchains With Ethereum [Video] Book Cover
Building Blockchains With Ethereum [Video]
$ 89.99
$ 10.00
The Hyperledger Suite of Frameworks and Tools [Video] Book Cover
The Hyperledger Suite of Frameworks and Tools [Video]
$ 89.99
$ 10.00
Linux Administration Bootcamp: Go from Beginner to Advanced [Video] Book Cover
Linux Administration Bootcamp: Go from Beginner to Advanced [Video]
$ 175.99
$ 10.00
The Complete React Js and Redux Course - Build Modern Web Apps [Video] Book Cover
The Complete React Js and Redux Course - Build Modern Web Apps [Video]
$ 173.99
$ 10.01