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Which SVM margin came from the steepest sloped hinge function?

Word counts from course comments are summarized in the table below. The likelihoods for the phrase “I love data!” are 0.05063 for instructors and 0.22023 for students. Which group would Naive Bayes classify “I love data!”

Which of the following SVM classifiers was made using a radial basis function kernel?

Word counts from course comments are summarized in the table below. What is the Naive Bayes likelihood for the phrase “I love data!” for instructors without Laplace Smoothing?

CASE STUDY (#23-32): Michael is a 6 year-old boy who is brought to the doctor by his mother, where she explains that Michael’s joints have been noticeably swollen since he began playing soccer four weeks ago.  She was also concerned because after one incident where Michael was hit in the nose with a soccer ball, he did not begin bleeding until about three hours after the incident, and then bled profusely for many hours.  The doctor ordered coagulation screening tests on Michael. Based on his symptoms, which (if any) of Michael’s coagulation screening test results would you expect to be abnormal?  Why?

There is a lot covered on this exam, so let’s end with a (hopefully) easy one worth BONUS POINTS: What color is the top of the collection tube required for PT and aPTT testing?

Which of the following is a regression model?

​The wishes of          are often the single most important influence on police selective enforcement practice.

Showing difference in treating individuals or groups, or failing to treat individuals equally is called​

​The case that effectively removed the absolute sovereign immunity from civil liability previously enjoyed by governmental entities and their employees was