Statistics with R Capstone

Statistics with R Capstone

课程
en
英语
80 时
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来源
  • 来自www.coursera.org
状况
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  • 8 序列
  • 等级 介绍

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课程详情

教学大纲

  • 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.

先决条件

没有。

讲师

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

编辑

杜克大学是一所位于北卡罗来纳州达勒姆的北美私立研究型大学。该大学以杜克王朝的名字命名。

虽然该大学直到 1924 年才正式成立(其根源可追溯到 1838 年)。杜克大学经常被称为 "南方的哈佛",是美国南方选拔最严格的大学。

该大学是美国大学协会的成员,自 1900 年以来,该协会一直将北美的精英研究型大学聚集在一起。

平台

Coursera是一家数字公司,提供由位于加利福尼亚州山景城的计算机教师Andrew Ng和达芙妮科勒斯坦福大学创建的大型开放式在线课程。

Coursera与顶尖大学和组织合作,在线提供一些课程,并提供许多科目的课程,包括:物理,工程,人文,医学,生物学,社会科学,数学,商业,计算机科学,数字营销,数据科学 和其他科目。

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