Data Analysis Concepts

Data Science
  • 12 Videos | 1h 5m 30s
  • 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

  • Playable
    1. 
    Basic Data Science Math
    5m 5s
    UP NEXT
  • Playable
    2. 
    Linear Algebra Vector Math
    4m 23s
  • Locked
    3. 
    Linear Algebra Matrix Math
    7m 30s
  • Locked
    4. 
    Linear Algebra Matrix Decomposition
    4m 58s
  • Locked
    5. 
    Data Formation
    4m 4s
  • Locked
    6. 
    Introduction to Probability
    3m 52s
  • Locked
    7. 
    Working with Events
    4m 8s
  • Locked
    8. 
    Working with Probability
    4m 46s
  • Locked
    9. 
    Continuous Probability Distributions
    6m 45s
  • Locked
    10. 
    Discrete Probability Distributions
    6m 27s
  • Locked
    11. 
    Introduction to Bayes Theorem
    5m 36s
  • Locked
    12. 
    Exercise: Identify Data Sets by Type
    2m 28s

EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE

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