Gain insights into R for data science, from basics to machine learning. Delve into data manipulation, visualization, and version control, and discover how to optimize R workflows for real-world challenges.
Beginner
53 Lessons
15h
Certificate of Completion
Gain insights into R for data science, from basics to machine learning. Delve into data manipulation, visualization, and version control, and discover how to optimize R workflows for real-world challenges.
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This course includes
This course includes
Course Overview
Embark on an exciting journey with R as your trusted ally for data science. This comprehensive course will equip you with essential skills to leverage R's power for data manipulation and analysis. The course is suitable even if you have limited R experience, empowering you to perform data science tasks effectively. The journey starts with R fundamentals to lay a strong foundation. You’ll master the tidyverse to create powerful and readable code. Then, you will explore the import of various data sources, vi...Show More
TAKEAWAY SKILLS
Machine Learning
Data Science
Data Manipulation
Data Cleaning
Data Plotting
Git
Data Types
Strings
Functions
Data Visualization
Neural Networks
What You'll Learn
Familiarity with R fundamentals: syntax, key operations, and data types/structures
The ability to create engaging data visualizations in R using various techniques
A deep knowledge of the tidyverse (dplyr, tidymodels, ggplot2) for data analysis
Hands-on experience developing machine learning models in R
Proficiency with data wrangling in R, including filtering, joining, and reshaping
Familiarity with Git and GitHub integration for version control in R
What You'll Learn
Familiarity with R fundamentals: syntax, key operations, and data types/structures
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Course Content
Why R?
R Fundamentals
Readable Coding with tidyverse
Importing More Data Sources
Data Visualization with ggplot2
Best Practices for Data Scientists
3 Lessons
Statistical Analysis and Machine Learning with tidymodels
6 Lessons
Useful Libraries for Data Science
5 Lessons
Git Integration
5 Lessons
Getting The Most Out of R
3 Lessons
Appendix
2 Lessons
Course Author
Trusted by 1.4 million developers working at companies
Anthony Walker
@_webarchitect_
Evan Dunbar
ML Engineer
Carlos Matias La Borde
Software Developer
Souvik Kundu
Front-end Developer
Vinay Krishnaiah
Software Developer
Eric Downs
Musician/Entrepeneur
Kenan Eyvazov
DevOps Engineer
Souvik Kundu
Front-end Developer
Eric Downs
Musician/Entrepeneur
Anthony Walker
@_webarchitect_
Evan Dunbar
ML Engineer
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