How Probability & Statistics is used in Computer Science
Data Science
Machine Learning
Logistic Regression
The sigmoid and probability
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How Sure Is Your Model's Test Accuracy?
Confidence intervals for a proportion
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Is the New Model Really Better? A Paired Test
Matched pairs vs two independent samples
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Is “Free” a Spam Word? A Test of Independence
The chi-square test of independence
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A Naive Bayes Spam Filter
Bayes' rule with independent evidence
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Choosing a Decision Tree Split with Entropy
Entropy as expected surprise, and information gain
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k-Nearest Neighbors and Why Units Matter
Standardizing with z-scores
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