Data Considerations in Analytics

Predictive Analytics
  • 12 Videos | 1h 1m 32s
  • Includes Assessment
  • Earns a Badge
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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

  • 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

  • Playable
    1. 
    Predictive Analytics and Statistics
    3m 8s
    UP NEXT
  • Playable
    2. 
    Types of Data
    6m 3s
  • Locked
    3. 
    Data Measurement Scales
    5m 25s
  • Locked
    4. 
    Descriptive vs. Inferential Statistics
    2m 56s
  • Locked
    5. 
    Probability Overview and Probabilistic Events
    6m 39s
  • Locked
    6. 
    Addition and Multiplication Rules
    5m 22s
  • Locked
    7. 
    Conditional Probability and Bayes Rule
    4m 51s
  • Locked
    8. 
    Permutations and Combinations
    5m 3s
  • Locked
    9. 
    Univariate Analysis: Minimizing the Margin of Error
    4m 10s
  • Locked
    10. 
    Univariate Analysis: CI for Hypothesis Testing
    3m 57s
  • Locked
    11. 
    Multivariate Analysis: Testing for Differences
    4m 2s
  • Locked
    12. 
    Multivariate Analysis: Testing Goodness-of-Fit
    3m 57s

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