20T2
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Week 3
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Inductive Bias
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Bayesian Methods
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Bayesian Methods
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Bayesian Methods
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Bayes Theorem
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Bayes Theorem
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Bayes Theorem
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Example
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Basic Formulas
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Risk
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Bayes Optimal Classifier
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Bayes Optimal Classifier
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Naïve Bayes Classifier
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Naïve Bayes Classifier
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Naïve Bayes Classifier
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Naïve Bayes Classifier
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Example
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Example
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Zero frequency
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Numeric attributes
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Text Classification
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Text Classification
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Text Classification
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Multivariate Bernoulli
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Multivariate Bernoulli
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Multinomial
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Multinomial
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Logistic Regression
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Logistic Regression
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Occam’s Razor
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Occam’s Razor