Regression Models

Regression Models

Course
en
English
Subtitles available
This content is rated 3.6262 out of 5
Source
  • From www.coursera.org
Conditions
  • Self-paced
  • Free Access
  • Fee-based Certificate
More info
  • 4 Sequences
  • Introductive Level
  • Subtitles in Vietnamese

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Course details

Syllabus

  • Week 1 - Week 1: Least Squares and Linear Regression
    This week, we focus on least squares and linear regression.
  • Week 2 - Week 2: Linear Regression & Multivariable Regression
    This week, we will work through the remainder of linear regression and then turn to the first part of multivariable regression.
  • Week 3 - Week 3: Multivariable Regression, Residuals, & Diagnostics
    This week, we'll build on last week's introduction to multivariable regression with some examples and then cover residuals, diagnostics, variance inflation, and model comparison.
  • Week 4 - Week 4: Logistic Regression and Poisson Regression
    This week, we will work on generalized linear models, including binary outcomes and Poisson regression.

Prerequisite

None.

Instructors

Brian Caffo, PhD
Professor, Biostatistics
Bloomberg School of Public Health

Roger D. Peng, PhD
Associate Professor, Biostatistics
Bloomberg School of Public Health

Jeff Leek, PhD
Associate Professor, Biostatistics
Bloomberg School of Public Health

Editor

Johns Hopkins University (JHU) is a private American university located in Baltimore, Maryland. It also has campuses in Washington, D.C. Bologna, Italy, Singapore and Nanjing, China. It owes its name to Johns Hopkins, a wealthy entrepreneur who bequeathed 7 million dollars to the university on his death.

One of the most prestigious universities in the United States (especially for its faculties of medicine and public health, as well as its school of international affairs), the institution defines itself as the country's leading "research university". At the beginning of its history, it was mainly inspired by the University of Heidelberg and the German educational model of Wilhelm von Humboldt. In 2019, 39 Nobel Prize winners have their names associated with the university.

Platform

Coursera is a digital company offering massive open online course founded by computer teachers Andrew Ng and Daphne Koller Stanford University, located in Mountain View, California. 

Coursera works with top universities and organizations to make some of their courses available online, and offers courses in many subjects, including: physics, engineering, humanities, medicine, biology, social sciences, mathematics, business, computer science, digital marketing, data science, and other subjects.

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