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Individual Course

Data Science: Probability

Course Length

8 weeks

1-2 hours a week

Featuring faculty from:

Harvard T.H. Chan School of Public Health LogoHarvard T.H. Chan School of Public Health

Enroll as Individual

Certificate Price:

$ 149

Enroll as Individual

Certificate Price:

$ 149

In this online course taught by Harvard Professor Rafael Irizarry, learn probability theory—essential for a data scientist—using a case study on the financial crisis of 2007-2008.

In this course,part of our Professional Certificate Program in Data Science, you will learn valuable concepts in probability theory. The motivation for this course is the circumstances surrounding the financial crisis of 2007-2008. Part of what caused this financial crisis was that the risk of some securities sold by financial institutions was underestimated. To begin to understand this very complicated event, we need to understand the basics of probability.

We will introduce important concepts such as random variables, independence, Monte Carlo simulations, expected values, standard errors, and the Central Limit Theorem. These statistical concepts are fundamental to conducting statistical tests on data and understanding whether the data you are analyzing is likely occurring due to an experimental method or to chance.

Probability theory is the mathematical foundation of statistical inference which is indispensable for analyzing data affected by chance, and thus essential for data scientists.

Self-Guided

EDX

Learning Outcome

Important concepts in probability theory including random variables and independence

Learning Outcome

How to perform a Monte Carlo simulation and the importance of the Central Limit Theorem

Learning Outcome

The meaning of expected values and standard errors and how to compute them in R

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Data Science for Business values

Faculty

Rafael Irizarry

Your Instructor

Rafael Irizarry

Professor of Biostatistics, Harvard T.H. Chan School of Public Health

Rafael Irizarry is a Professor of Biostatistics at the Harvard T.H. Chan School of Public Health and a Professor of Biostatistics and Computational Biology at the Dana Farber Cancer Institute. For the past 15 years, Dr. Irizarry’s research has focused on the analysis of genomics data. During this time, he has also taught several classes, all related to applied statistics. Dr. Irizarry is one of the founders of the Bioconductor Project, an open source and open development software project for the analysis of genomic data. His publications related to these topics have been highly cited and his software implementations widely downloaded.

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Ways to take this course

Audit or Pursue a Verified Certificate

A Verified Certificate costs $149 and provides unlimited access to full course materials, activities, tests, and forums. At the end of the course, learners who earn a passing grade can receive a certificate.

⁠Alternatively, learners can Audit the course for free and have access to select course material, activities, tests, and forums. Please note that this track does not offer a certificate for learners who earn a passing grade.

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