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1 Chapter 2TABLE 2.1 Example Dataset on Advertisement Spending and Revenue

2 Chapter 3TABLE 3.1 Probability Dentists Agree to an Advertising ClaimTABLE 3.2 Possible Combinations of 4 out of 5 Dentists Agreeing

3 Chapter 6TABLE 6.1 Probabilities Scenarios with Associated NotationTABLE 6.2 Cumulative Probability of a Die Roll Less than 7

4 Chapter 7TABLE 7.1 Questions, Null Hypotheses (H 0 ), and Alternative Hypotheses (H a )TABLE 7.2 False Positive vs. False Negative Decision Errors

5 Chapter 8TABLE 8.1 Which of These Two Athletes are “Closest” to Each Other?TABLE 8.2 Clustering Algorithms Get Confused If Your Data Isn't Scaled.TABLE 8.3 Summarizing Unsupervised Learning and the Supervision Required

6 Chapter 9TABLE 9.1 Applications of Supervised LearningTABLE 9.2 Multiple Linear Regression Model Fit to Housing Data. All correspon...TABLE 9.3 Sample Housing Data

7 Chapter 10TABLE 10.1 Simple Dataset for Logistic Regression: Using GPA to Predict Inter...TABLE 10.2 Snapshot of the Intern Dataset from HR. The majors are CS = Comput...TABLE 10.3 Confusion Matrix for Predictions from a Classification Model with ...TABLE 10.4 Confusion Matrix for Predictions from a Classification Model with ...

8 Chapter 11TABLE 11.1 Converting Text to Numbers as a Bag of Words . The numbers represe...TABLE 11.2 Extending the Bag-of-Words Table with Bigrams. The resulting docum...TABLE 11.3 Representing Words as Vectors with Word EmbeddingsTABLE 11.4 A Basic Spam Classifier Example

9 Chapter 13TABLE 13.1 Success Rates of Surgical Techniques to Remove Kidney StonesTABLE 13.2 Simpson's Paradox Lurking in the Success Rates of Surgical Techniq...

10 Chapter 14TABLE 14.1 Seven Scenes of Communication Breakdown

Becoming a Data Head

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