Data Analysis Concepts
Data Science
12 Videos | 1h 5m 30s - 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 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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1.Basic Data Science Math5m 5sUP NEXT
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2.Linear Algebra Vector Math4m 23s
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3.Linear Algebra Matrix Math7m 30s
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4.Linear Algebra Matrix Decomposition4m 58s
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5.Data Formation4m 4s
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6.Introduction to Probability3m 52s
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7.Working with Events4m 8s
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8.Working with Probability4m 46s
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9.Continuous Probability Distributions6m 45s
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10.Discrete Probability Distributions6m 27s
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11.Introduction to Bayes Theorem5m 36s
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12.Exercise: Identify Data Sets by Type2m 28s
EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE
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