Data Considerations in Analytics
Predictive Analytics
| Intermediate
- 12 videos | 55m 32s
- Includes Assessment
- Earns a Badge
Predictive analytics involves a wide range of statistical tools and methods that allow an analyst to build a powerful predictive model. Explore the importance of statistics and probability theory in predictive analytics.
WHAT YOU WILL LEARN
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recognize the role of statistics in predictive analytics
recognize attributes of qualitative, quantitative, discrete, and continuous data
recognize features of data measurement scales
recognize features of descriptive and inferential statistics
recognize basic features of probability and the types of probabilistic events
apply addition and multiplication rules for a probabilistic event -
apply Bayes theorem in a given situation
distinguish between permutations and combinations
recognize how to reduce the margin of error
recognize how confidence intervals (CI) are used for hypothesis testing
recognize key features of testing for differences in mean and testing for differences in proportion
determine if a data sample is representative of the data population
IN THIS COURSE
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3m 8sUpon completion of this video, you will be able to recognize the role of statistics in predictive analytics. FREE ACCESS
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6m 3sUpon completion of this video, you will be able to recognize attributes of qualitative, quantitative, discrete, and continuous data. FREE ACCESS
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3. Data Measurement Scales5m 25sUpon completion of this video, you will be able to recognize features of data measurement scales. FREE ACCESS
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4. Descriptive vs. Inferential Statistics2m 56sUpon completion of this video, you will be able to recognize features of descriptive and inferential statistics. FREE ACCESS
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5. Probability Overview and Probabilistic Events6m 39sAfter completing this video, you will be able to recognize basic features of probability and the types of probabilistic events. FREE ACCESS
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6. Addition and Multiplication Rules5m 22sFind out how to apply addition and multiplication rules to a probabilistic event. FREE ACCESS
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7. Conditional Probability and Bayes Rule4m 51sIn this video, you will learn how to apply Bayes theorem in a given situation. FREE ACCESS
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8. Permutations and Combinations5m 3sIn this video, you will learn the difference between permutations and combinations. FREE ACCESS
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9. Univariate Analysis: Minimizing the Margin of Error4m 10sUpon completion of this video, you will be able to recognize how to reduce the margin of error. FREE ACCESS
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10. Univariate Analysis: CI for Hypothesis Testing3m 57sAfter completing this video, you will be able to recognize how confidence intervals are used for hypothesis testing. FREE ACCESS
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11. Multivariate Analysis: Testing for Differences4m 2sAfter completing this video, you will be able to recognize key features of testing for differences in means and testing for differences in proportions. FREE ACCESS
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12. Multivariate Analysis: Testing Goodness-of-Fit3m 57sIn this video, you will learn how to determine if a data sample is representative of the data population. FREE ACCESS
EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE
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