Last Enrollment Date : 1st January '20

Statistics with R
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Statistics with R

Program Highlights:
Praxis Certification, Placement Support

Statistics with R

This Short-Term Program – designed by veterans in the Analytics industry; helps you master ‘Statistics with R’, which is predominantly used in Data Analytics. This uniquely blended Program is brought to by Praxis, a Top-ranked Analytics B-School in India.

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INR 12,500

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Program Summary

  • 2 credits
    Credits

    With this course, you are 5 credits short of an assured placement.

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  • Duration 30 hours

Modules

Statistics with R

Introduction to Data

  • Data Basics
  • Overview of data collection principles
  • Experiments - Principles of experiment design
  • Examining Numerical and Categorical data
  • Comparing numerical data across groups

Introduction to Probability

  • Introduction
  • Conditional probability
  • Bayes’ Rule

Distributions

  • Discrete Distributions
  • Continuous Distributions

Introduction to linear regression

  • Correlation
  • Line fitting
  • Fitted values
  • Residuals
  • Basic introduction to multiple regression

Foundations for inference and estimation

  • Variability in estimates
  • Sampling distribution
  • Confidence intervals
  • Margin of error and ascertaining a sample size

Foundations for inference and hypothesis testing

  • Nearly normal population with known SD
  • Hypothesis testing framework
  • Two Tailed and One Tailed tests
  • Testing hypothesis using confidence intervals and Critical Z values
  • One-sample means with the t distribution with unknown population SD
  • Inference for a single proportion
  • Decision errors (Type 1 and 2)
  • Hypothesis testing using p-values
  • Choosing a significance level
  • Power and the type 2 error rate

Linear Regression and Multiple Regression

  • Introduction to F-statistic
  • Hypothesis Tests
  • Intervals
  • Coefficient of Multiple Determination
  • Interpreting the model output

Course Highlights

Key Features of the Program

Outcome of the Program

This course will help you learn and master the R language that is widely used among arithmeticians and data miners for mounting statistical software and data examination. You can become a Statistics Expert once you have mastered R – one of the most popular tools for data analysis and statistics.

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About the Praxis

Praxis Business School, Kolkata, is a premier B-School whose courses are rated among India’s top two in Big Data and Analytics domain. It is one of the most trusted and influential management education institutions in India. Praxis Business School is motivated by the desire to generate business professionals who can partake in and add to the economic development of the country.

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