09 - Naive Bayes

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Last updated 10:54 AM on 4/2/26
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8 Terms

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Naive Bayes

Statistical-based approach that bases predictions on previously-seen examples

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Naive Bayes

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Prior

The probability of a certain target outcome to happen

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Marginal

Will always be the same for all classes, so no need to compute

<p>Will always be the same for all classes, so no need to compute</p>
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Likelihood

<p></p>
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Joint Probability

Consider all events under a given target outcome, then compute the _____ of the observation 𝐹 under that outcome

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Number of features

The number of possible probability values that need to be computed grows exponentially with the _____

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Combination of features

To get a good enough estimate of the probability, there should be enough samples for every possible _____

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