Data Analysis Concepts

Data Science    |    Beginner
  • 12 videos | 1h
  • Includes Assessment
  • Earns a Badge
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There are many software and programming tools for data scientists. Before applying these tools effectively, you must understand underlying concepts. Explore data analysis concepts for effectively employing software and programming tools.

WHAT YOU WILL LEARN

  • perform basic math operations required by data scientists
    perform basic vector math operations required by data scientists
    perform basic matrix math operations required by data scientists
    perform a matrix decomposition
    identify different forms of data
    describe probability in terms of events and sample space size
  • describe basic properties of outcomes
    apply probability rules in calculation
    identify common continuous probability distributions
    identify common discrete probability distributions
    apply bayes theorem and describe how it is used in email spam algorithms
    apply random sampling to A/B tests

IN THIS COURSE

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