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Statistics with R Capstone
Course
en
English
80 h
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- Self-paced
- Free Access
- Fee-based Certificate
- 8 Sequences
- Introductive Level
Course details
Syllabus
- Week 1 - About the Capstone Project
Welcome to the capstone project! This week's content is an introduction to the project assignment and goals. The readings in this week will introduce the data set that you will be analyzing for your project and the specific questions you will answer using data... - Week 2 - Exploratory Data Analysis (EDA)
This week you will work on conducting an exploratory analysis of the housing data. Exploratory analysis is an essential first step for familiarizing yourself with and understanding the data. In this week, you will complete a quiz which will guide you through... - Week 3 - EDA and Basic Model Selection - Submission
This week we will dig deeper into our exploratory data analysis of the data. We now have all the information and data necessary to perform a deep dive into the EDA and it is time start your initial analysis report! We encourage you to start your analysis repor... - Week 4 - EDA and Basic Model Selection - Evaluation
Great work so far! We hope you will also learn as much from evaluating your peers' work as completing your own assignment. Happy learning! - Week 5 - Model Selection and Diagnostics
We are half way through the course! In this week, you will continue model selection and model diagnostics, which will serve a starting point for your final project. You will be assessed on your work through a quiz. If you have any questions so far, don't hesit... - Week 6 - Out of Sample Prediction
In this week, you will gain experience using your model to perform out-of-sample prediction and validation. The skills honed this week will guide you through your final analysis in the weeks to come. Please feel free to go back to prior weeks and review the ... - Week 7 - Final Data Analysis - Submission
In the next two weeks, you will complete your final data analysis project. You will submit your answers using the Final Data Analysis peer review assignment link in Week 8. - Week 8 - Final Data Analysis - Evaluation
Congratulations on making through to the final week of the course! In this week, we will finish this data analysis project by completing the evaluation of three of your peers' assignments.
Prerequisite
None.
Instructors
Merlise A Clyde
Professor
Department of Statistical Science
Colin Rundel
Assistant Professor of the Practice
Statistical Science
David Banks
Professor of the Practice
Statistical Science
Mine Çetinkaya-Rundel
Associate Professor of the Practice
Department of Statistical Science
Editor
Duke University is a private North American research university located in Durham, North Carolina. The university is named after the Duke dynasty.
Although the university was not officially founded until 1924 (its roots go back to 1838). Frequently referred to as the "Harvard of the South", Duke is the most selective university in the American South.
The university is a member of the Association of American Universities, an association which, since 1900, has brought together the elite research universities of North America.
Platform
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