Data Science - Linear Regression, Certificate | Part time online | edX - online learning platform | United States
2 months
Duration
149 USD/full
149 USD/full
Unknown
Tuition fee
Anytime
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Start date

About

EdX is an online learning platform trusted by over 12 million users offering the Data Science - Linear Regression Certificate in collaboration with Harvard University - HarvardX. Learn how to use R to implement linear regression, one of the most common statistical modeling approaches in data science.

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Overview

Linear regression is commonly used to quantify the relationship between two or more variables. It is also used to adjust for confounding. This Data Science - Linear Regression Certificate, which is part of Data Science Professional Certificate from EdX in partnership with Harvard University - HarvardX, covers how to implement linear regression and adjust for confounding in practice using R.

Key facts

In data science applications, it is very common to be interested in the relationship between two or more variables. The motivating case study we examine in this course relates to the data-driven approach used to construct baseball teams described in Moneyball. We will try to determine which measured outcomes best predict baseball runs by using linear regression. 

We will also examine confounding, where extraneous variables affect the relationship between two or more other variables, leading to spurious associations. Linear regression is a powerful technique for removing confounders, but it is not a magical process. It is essential to understand when it is appropriate to use, and this course will teach you when to apply this technique.

Programme Structure

What you'll learn:

  • How linear regression was originally developed by Galton

  • What is confounding and how to detect it

  • How to examine the relationships between variables by implementing linear regression in R

Key information

Duration

  • Part-time
    • 2 months
    • 1 hrs/week

Start dates & application deadlines

You can apply for and start this programme anytime.

Language

English

Delivered

Online
  • Self-paced

Academic requirements

We are not aware of any specific GRE, GMAT or GPA grading score requirements for this programme.

English requirements

We are not aware of any English requirements for this programme.

Tuition Fee

To always see correct tuition fees
  • International

    149 USD/full
    Tuition Fee
    Based on the tuition of 149 USD for the full programme during 2 months.
  • National

    149 USD/full
    Tuition Fee
    Based on the tuition of 149 USD for the full programme during 2 months.
  • Limited access: Free
  • Unlimited access + Verified Certificate for $149 USD

Funding

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