Optimizing R Code with Rcpp

Use C++ to dramatically boost the performance of your R code.
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4 Hours15 Videos52 Exercises2,157 Learners
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Course Description

R is a great language for data science, but sometimes the code can be slow to run. Combining the comfort of R with the speed of a compiled language is a great way to reclaim the performance your code deserves. C++ is a modern, high performance language that is simple enough to learn in the context of accelerating R code. With the help of the Rcpp package, C++ integrates very neatly with R. You will learn how to create and manipulate typical R objects (vectors and lists), and write your own C++ functions to dramatically boost the performance of your R code.

  1. 1

    Introduction

    Free
    Writing, benchmarking, and debugging your first C++ code.
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  2. 2

    Functions and Control Flow

    Writing functions, controlling the flow with if and else, and learning to use the three kinds of loops in C++.
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  3. 3

    Vector classes

    Manipulate and compute with Rcpp and native C++ vectors.
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  4. 4

    Case Studies

    Use random numbers and write algorithms for applied time series models.
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Collaborators
Sumedh PanchadharRichie Cotton
Prerequisites
Introduction to Writing Functions in R
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Team ThinkR

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