Back to Advanced R Programming
Johns Hopkins University

Advanced R Programming

This course covers advanced topics in R programming that are necessary for developing powerful, robust, and reusable data science tools. Topics covered include functional programming in R, robust error handling, object oriented programming, profiling and benchmarking, debugging, and proper design of functions. Upon completing this course you will be able to identify and abstract common data analysis tasks and to encapsulate them in user-facing functions. Because every data science environment encounters unique data challenges, there is always a need to develop custom software specific to your organization’s mission. You will also be able to define new data types in R and to develop a universe of functionality specific to those data types to enable cleaner execution of data science tasks and stronger reusability within a team.

Status: Performance Tuning
Status: Performance Testing
IntermediateCourse18 hours

Featured reviews

SB

4.0Reviewed Jul 17, 2018

Excellent subject matter. 4 stars instead of 5 is only because there was no video. I love the videos in the other courses in this track, since I am an auditory learner.

IM

5.0Reviewed Mar 10, 2018

this is a must for those who want to improve their programming skills in R. As an advanced course, this is a little bit harder, but don`t give up!

UJ

4.0Reviewed Jun 14, 2017

Great course! I gained a more in depth understanding of R and it's underlying structure. I did think there could more explanation given to object oriented programming R.

MS

5.0Reviewed Feb 11, 2020

Brilliant course. Loved Week 4 for OOP. This was really new for me and would love to have been able to see its application in real world examples to better cement the concepts.

CC

5.0Reviewed May 27, 2017

More advanced, challenging course. Still, enjoyable and enlightening. Mentoring on this course is really helpful too!

PS

5.0Reviewed May 17, 2018

Awesome course! Learned a lot! It is mandatory if you would like to become an experienced R user, not just programmer!

NN

5.0Reviewed Apr 5, 2020

That was exactly what I was looking for - first steprs In functional programming with perfect explanations and nice tasks via R :)

CI

5.0Reviewed Sep 25, 2017

This course helped me to figure out what additional skills I need to work on to improve my R coding skills.

RH

4.0Reviewed Jul 18, 2017

The last problem is unnecessarily difficult with little related teaching and learning material provided. Otherwise, the course is certainly well worth taking.

MF

5.0Reviewed Feb 22, 2017

For me the course provided a quick and easy introduction to the 'purr' package as well as clarity on the current state of R's object oriented programming system.

SS

4.0Reviewed Oct 14, 2020

Great course but would prefer more video lectures versus text based lectures. Otherwise, a great course to help build out the foundations of R programming.

XZ

5.0Reviewed Mar 27, 2021

This course does help me a lot in learning R OOP programming as a beginner. I think both FP and OOP course projects are very well-designed! Thanks!

All reviews

Showing: 20 of 143

Frank Azadi Namin
1.0
Reviewed Nov 17, 2018
Francesca Ortegren
1.0
Reviewed Mar 7, 2018
Trenton Hoffman
2.0
Reviewed May 1, 2017
Damian Satterthwaite-Phillips
2.0
Reviewed May 31, 2018
Hayden MacDonald
4.0
Reviewed Oct 4, 2018
Adam Mogensen
1.0
Reviewed Mar 6, 2017
João Granja Correia
1.0
Reviewed Jun 1, 2020
John Ennis
1.0
Reviewed Jan 7, 2018
Christopher M Taber
4.0
Reviewed May 14, 2019
Jonatan Henríquez Soto
4.0
Reviewed Jun 19, 2019
Carlos F. Pavon
4.0
Reviewed Nov 27, 2017
Matthew Smith
3.0
Reviewed Nov 26, 2019
S G
3.0
Reviewed Jul 23, 2020
Youdinghuan Chen
3.0
Reviewed Nov 27, 2016
Prakhar Prasad
5.0
Reviewed Aug 8, 2019
Alexander Shemetev
5.0
Reviewed Jul 24, 2020
Jonas Makonnen
5.0
Reviewed Jul 3, 2018
Aditya Paunikar
5.0
Reviewed Jul 16, 2017
Nicolás Corthorn
5.0
Reviewed Sep 22, 2018
Ayush Thada
5.0
Reviewed Jul 30, 2019