Get a sense of the awesome power of R by learning how complex things are done with ease
About This Video
Learn a core set of operations so that you can do what you want with R
Understand what is important in a problem by capturing new dimensions using Feature engineering
Generate Complex Structures using Data Visualization
In this video course, we start by focusing on R’s similarities with programming languages such as basic/c/c# with loops and conditional tests like if, so that you can feel at home and be productive straight away.
We begin by introducing R and setting things up so that you are ready to go using Rstudio, the associated IDE. Then we look at R as a programming language and see how the standard things are done in it, so you can see that it’s not that different from other programming languages. Next, we introduce some R commands, which are very useful and not as common in traditional languages since manipulating data is more important in R.
Moving on, we look at an example in the Titanic dataset, which is the kind of thing you’ll come across in R, a multidimensional collection of variables of different types. Using the tools that we cover we can form a picture, a story behind the data.
We then look at cleaning up data, which is what 80% of data science is - as we rarely get a nice neat set of numbers, but mostly unstructured junk. This is just trial and error, gradually getting to something we can work with.
Finally, we cover statistics, which is where R originated and what it was designed for.We begin doing some basic statistics with R to show how it works and end up using various special features for data visualization.
Table of contents
- Chapter 1 : Diving into R
- Chapter 2 : It's Programming as Usual
- Chapter 3 : It's a Statistics Thing
- Title: Speaking 'R' - The Language of Data Science
- Release date: June 2017
- Publisher(s): Packt Publishing
- ISBN: 9781788296281
You might also like
Data Science Fundamentals Part 1: Learning Basic Concepts, Data Wrangling, and Databases with Python
20 Hours of Video Instruction Data Science Fundamentals LiveLessons teaches you the foundational concepts, theory, and …
51+ hours of video instruction. Overview The professional programmer’s Deitel® video guide to Python development with …
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition
Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. …
Practical Time Series Analysis
Time series data analysis is increasingly important due to the massive production of such data through …