Statistics with R Specialization

开始时间: 12/21/2023 持续时间: Approximately 5 months to complete Suggested pace of 2 hours/week

所在平台: Coursera专项课程

课程类别: 数学

大学或机构: CourseraNew

课程主页: https://www.coursera.org/specializations/statistics

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课程详情

In this Specialization, you will learn to analyze and visualize data in R and create reproducible data analysis reports, demonstrate a conceptual understanding of the unified nature of statistical inference, perform frequentist and Bayesian statistical inference and modeling to understand natural phenomena and make data-based decisions, communicate statistical results correctly, effectively, and in context without relying on statistical jargon, critique data-based claims and evaluated data-based decisions, and wrangle and visualize data with R packages for data analysis. You will produce a portfolio of data analysis projects from the Specialization that demonstrates mastery of statistical data analysis from exploratory analysis to inference to modeling, suitable for applying for statistical analysis or data scientist positions.

使用R专业化进行统计:在该专业化中,您将学习分析和可视化R中的数据并创建可重现的数据分析报告,展示对统计推断统一性质的概念性理解,执行常客和贝叶斯统计推断和建模以了解自然现象并做出基于数据的决策,在不依赖于统计术语的情况下正确,有效且在上下文中传达统计结果,批评基于数据的声明和基于评估的基于数据的决策,并使用R包对数据进行打包和可视化以进行数据分析。 您将制作该专业化的数据分析项目组合,展示对统计数据分析的精通,从探索性分析到推断再到建模,适用于统计分析或数据科学家职位。

课程大纲

Course Link: https://www.coursera.org/learn/probability-intro

Name:Introduction to Probability and Data with R

Description:Offered by Duke University. This course introduces you to sampling and exploring data, as well as basic probability theory and Bayes' rule. ... Enroll for free.

Course Link: https://www.coursera.org/learn/inferential-statistics-intro

Name:Inferential Statistics

Description:Offered by Duke University. This course covers commonly used statistical inference methods for numerical and categorical data. You will ... Enroll for free.

Course Link: https://www.coursera.org/learn/linear-regression-model

Name:Linear Regression and Modeling

Description:Offered by Duke University. This course introduces simple and multiple linear regression models. These models allow you to assess the ... Enroll for free.

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课程简介

杜克大学的R统计学专项课程系列(Statistics with R Specialization),该系列包括4门子课程和1门毕业项目课程,涵盖概率基础,统计推断,线性回归和建模,贝叶斯统计等内容,感兴趣的同学可以关注:Master Statistics with R-Statistical mastery of data analysis including inference, modeling, and Bayesian approaches.

课程标签

杜克大学 统计学 R 统计 统计推断 概率 贝叶斯统计 线性回归

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