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Y3 - Business Analytics

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Lectures

Week 2

Universiteit van Amsterdam · Business Administration

Y3 - Business Analytics

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  1. Week 2
  2. The first case - Netflix
  3. Decisions and Data-analytical Thinking
  4. Here's how it works:
  5. Automatic data-driven decisions (DDD)
  6. Data analytic thinking for employees and managers
  7. Data analytics as a strategic asset
  8. All about predictive analysis
  9. Let’s talk about the data set
  10. Supervised vs. Unsupervised
  11. Parametric vs. Non-parametric
  12. A look back at regression
  13. Simple Linear Regression
  14. Use data to estimate coefficients
  15. Hypothesis Testing
  16. T-statistic and P-values
  17. Assessing Prediction Accuracy
  18. Potential issues in predictive modeling
  19. Model Overfitting
  20. Model complexity, variance-bias tradeoff, over-under fitting
  21. The Holdout apporach
  22. K-fold Cross Validation
  23. How to choose the best set of predictors?

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Y3 - Business Analytics