Introduction to Probability and Data
list 5个序列
assignment 等级:入门
chat_bubble_outline 语言 : 英语
language 字幕 : 韩语
card_giftcard 200点
Logo My Mooc Business

他们选择Edflex来发展业务技能。

了解更多
评论
-
starstarstarstarstar

关键信息

credit_card 免费进入
verified_user 收费证书
timer 总共25个小时

关于内容

This course introduces you to sampling and exploring data, as well as basic probability theory and Bayes' rule. You will examine various types of sampling methods, and discuss how such methods can impact the scope of inference. A variety of exploratory data analysis techniques will be covered, including numeric summary statistics and basic data visualization. You will be guided through installing and using R and RStudio (free statistical software), and will use this software for lab exercises and a final project. The concepts and techniques in this course will serve as building blocks for the inference and modeling courses in the Specialization.

more_horiz 查看更多
more_horiz 收起
dns

课程大纲

  • Week 1 - About Introduction to Probability and Data

    This course introduces you to sampling and exploring data, as well as basic probability theory. You will examine various types of sampling methods and discuss how such methods can impact the utility of a data analysis. The concepts in this module will serve...

  • Week 1 - Introduction to Data

    Welcome to Introduction to Probability and Data! I hope you are just as excited about this course as I am! In the next five weeks, we will learn about designing studies, explore data via numerical summaries and visualizations, and learn about rules of proba...

  • Week 2 - Exploratory Data Analysis and Introduction to Inference

    Welcome to Week 2 of Introduction to Probability and Data! Hope you enjoyed materials from Week 1. This week we will delve into numerical and categorical data in more depth, and introduce inference.

  • Week 3 - Introduction to Probability

    Welcome to Week 3 of Introduction to Probability and Data! Last week we explored numerical and categorical data. This week we will discuss probability, conditional probability, the Bayes’ theorem, and provide a light introduction to Bayesian inference.

    ...
  • Week 4 - Probability Distributions

    Great work so far! Welcome to Week 4 -- the last content week of Introduction to Probability and Data! This week we will introduce two probability distributions: the normal and the binomial distributions in particular. As usual, you can evaluate your knowle...

  • Week 5 - Data Analysis Project

    Well done! You have reached the last week of Introduction to Probability and Data! There will not be any new videos in this week, instead, you will be asked to complete an initial data analysis project with a real-world data set. The project is designed to ...

record_voice_over

教师

Mine Çetinkaya-Rundel
Associate Professor of the Practice
Department of Statistical Science

store

内容设计师

Duke University
Duke University has about 13,000 undergraduate and graduate students and a world-class faculty helping to expand the frontiers of knowledge. The university has a strong commitment to applying knowledge in service to society, both near its North Carolina campus and around the world.
assistant

平台

Coursera

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。

你是这个MOOC的设计者?
您对这门课的评价是 ?
内容
0/5
平台
0/5
动画
0/5