Data Analysis Concepts
Data Science
| Beginner
- 12 videos | 1h
- Includes Assessment
- Earns a Badge
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
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Perform basic math operations required by data scientistsPerform basic vector math operations required by data scientistsPerform basic matrix math operations required by data scientistsPerform a matrix decompositionIdentify different forms of dataDescribe probability in terms of events and sample space size
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Describe basic properties of outcomesApply probability rules in calculationIdentify common continuous probability distributionsIdentify common discrete probability distributionsApply bayes theorem and describe how it is used in email spam algorithmsApply random sampling to a/b tests
IN THIS COURSE
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5m 5sIn this video, learn how to perform basic math operations required for data science. FREE ACCESS
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4m 23sIn this video, you will perform basic vector math operations required for data scientists. FREE ACCESS
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7m 30sIn this video, learn how to perform basic matrix math operations required for data science. FREE ACCESS
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4m 58sLearn how to decompose a matrix. FREE ACCESS
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4m 4sLearn how to identify different forms of data. FREE ACCESS
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3m 52sAfter completing this video, you will be able to describe probability in terms of events and sample space. FREE ACCESS
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4m 8sUpon completion of this video, you will be able to describe basic properties of outcomes. FREE ACCESS
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4m 46sDuring this video, you will learn how to apply probability rules to calculations. FREE ACCESS
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6m 45sLearn how to identify common probability distributions that are continuous. FREE ACCESS
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6m 27sIn this video, you will learn how to identify common discrete probability distributions. FREE ACCESS
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5m 36sIn this video, you will apply Bayes' theorem and describe how it is used in email spam algorithms. FREE ACCESS
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2m 28sTo find out how to apply random sampling to A/B tests, consult a statistics textbook or an online statistics course. FREE ACCESS
EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE
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