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Statistics and Data Analysis with R
Coursera
Course
Unknown

Statistics and Data Analysis with R

University of Colorado Boulder

Learn to use RStudio for basic and advanced statistical calculations, build regression models, and perform analysis of variance.

Unknown6 weeksKK, Arabic, German, UZ

About this Course

This course is the third course in a 3-part specialization entitled "Statistics and Applied Data Analysis." The course is meant for those familiar with statistics but unfamiliar with the programming language R. The purpose of this course is to teach learners how to use the popular open-source (and thus, free) integrated development environment RStudio to perform basic and complex statistical calculations. After an introduction to basic calculations, vector, matrices, data frames, and how to import data from common file types (.xlsx, .csv, .txt), learners are taught how to solve probability and counting problems in R, followed by discrete and continuous probability distribution calculations, one-sample hypothesis tests, and two-sample hypothesis tests (comparisons). Finally, participants will learn how to create regression models in R and perform analysis of variance (ANOVA). One of the most beneficial aspect of the course are the programming assignments, which are completed online in the R programming language in Jupyter notebooks

What You'll Learn

  • Use statistical functions in RStudio for discrete and continuous distributions
  • Create linear, polynomial, and multilinear regression models and make predictions
  • Perform one-sample and two-sample hypothesis tests with confidence intervals

Prerequisites

  • Basic familiarity with statistical terminology
  • Readiness for practical exercises

Instructors

C

Charlie Nuttelman

Teaching Professor

Topics

Probability and Statistics
Data Science
Data Analysis
R Programming
Statistical Inference
Probability Distribution
Tidyverse (R Package)
Statistical Analysis
Statistical Hypothesis Testing
Plot (Graphics)

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

الاحتمالات والإحصاء
علوم البيانات
تحليل البيانات
برمجة R
الاستدلال الإحصائي
توزيعات الاحتمال
تحليل إحصائي
Statistical Analysis
Statistical Hypothesis Testing
Plot (Graphics)

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