Duke University
Data Science with R Specialization

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Duke University

Data Science with R Specialization

Master Data Science with R. Transform, visualize, and analyze data responsibly

Dr. Elijah Meyer
Mine Çetinkaya-Rundel

Instructors: Dr. Elijah Meyer

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Get in-depth knowledge of a subject
Beginner level

Recommended experience

2 months
at 3 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
Beginner level

Recommended experience

2 months
at 3 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Transform and analyze data using R and Tidyverse, producing reproducible analyses to uncover insights from real-world datasets.

  • Create impactful visualizations with RStudio and Quarto, effectively communicating data-driven insights for informed decision-making.

  • Apply ethical principles in data science by addressing algorithmic bias, safeguarding data privacy, and promoting responsible data usage.

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Taught in English
Recently updated!

December 2024

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Specialization - 3 course series

What you'll learn

  • Transform, visualize, summarize, and analyze data in R, with packages from the Tidyverse, using RStudio

  • Carry out analyses in a reproducible and shareable manner with Quarto

  • Learn to effectively communicate results through an optional written project version controlled with Git and hosted on GitHub

Skills you'll gain

Category: Statistical Programming
Category: Data Visualization
Category: R Programming
Category: Exploratory Data Analysis
Category: Data Transformation

What you'll learn

  • Apply tidy data principles to manipulate and restructure data (e.g., subsetting, adding columns, and transforming data between wide and long formats)

  • Develop and implement code to join data sets and perform basic web scraping to collect data

  • Apply data structures such as wide and long formats, using code to convert between these formats as part of data preparation and analysis

Skills you'll gain

Category: Tidyverse
Category: Statistical Programming
Category: R programming
Category: R Programming
Category: Data Import/Export
Category: Exploratory Data Analysis
Category: tidyverse

Data Science Ethics with R

Course 36 hours

What you'll learn

  • Critically assess ethical concerns considering data intent and data privacy

  • Identify strategies that can be incorporated to help secure sensitive data

  • Define algorithmic bias and become conscious of when these situations may occur

Skills you'll gain

Category: Misrepresentation
Category: Algorithmic Bias
Category: Data Ethics
Category: Data Privacy
Category: Data Science

Instructors

Dr. Elijah Meyer
Duke University
3 Courses479 learners

Offered by

Duke University

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