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High-Dimensional Data Analysis

Harvard University via edX

edX based on 14 ratings

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Overview

If youre interested in data analysis and interpretation, then this is the data science course for you. We start by learning the mathematical definition of distance and use this to motivate the use of the singular value decomposition (SVD) for dimension reduction of high-dimensional data sets, and multi-dimensional scaling and its connection to principle component analysis. We will learn about the batch effect, the most challenging data analytical problem in genomics today, and describe how the techniques can be used...

Syllabus

  • Advanced
  • Extensive prior experience required
  • Self-paced
  • Progress at your own speed
  • 4 weeks
  • 2 – 4 hours per week
  • Earn a certificate
High-Dimensional Data Analysis
Go to Class

Harvard University via edX

4 hours

$219.00 Certificate Available

English

On-Demand

Advanced

Instructor

HarvardX

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