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Data Science- Hypothesis Testing Using Minitab and R
Rating: 4.2 out of 5(41 ratings)
1,114 students
Created byExcelR EdTech
Last updated 5/2017
English

What you'll learn

  • Formulate Null and alternative hypothesis statement; perform Hypothesis testing techniques for various output and input types; Have an understating of "Analysis of Variance"

Course content

3 sections24 lectures3h 56m total length
  • Hypothesis Testing Course Content2:13

    Describes about course content and route map for the entire course


  • Hypothesis Testing Introduction11:02

    The cardinal ‘formula’ for a data scientist; The outcomes relating to Null Hypothesis and Alternate Hypothesis

  • Hypothesis Testing Formulation10:59

    Null Hypothesis statement and Alternate hypothesis statement; formulating them with some examples

  • Hypothesis Testing- Various Types of Tests4:16

    The difference between one tail and two tail in a distribution curve; The four main types of tests and the testing flowpath. Performing the sample t - test using a case study

Requirements

  • It is recommended (though not mandated) that participants have clear understanding of high school mathematics and basic statistics

Description

Data Science - Hypothesis Testing using Minitab, R is designed to cover majority of the capabilities from Analytics & Data Science perspective, which includes the following:

  • Learn how to formulate a hypothesis statements with business context
  • Preform 2 sample t test for continuous output with discrete inputs in 2 categories
  • Using ANOVA for continuous outputs with more than 2 discrete categories of inputs
  • Performing 2 – proportion test for discrete output and discrete inputs in 2 categories
  • The Chi – Square test for discrete outputs with multiple discrete inputs 
  • Introduction to Non Parametric tests like: Mann Whitney test, Paired T test, Moods median Test and Tukey pairwise comparisons  
  • Learn about Hypothesis testing techniques & how to accomplish the same using R and Minitab

Who this course is for:

  • Participants who want to take up a career in Data Analytics, Quality management and other allied fields