20T2
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Review 1
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Linear Regression
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Closed-form Solution
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Covariance
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Correlation
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Closed-form solution
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Gradient Descent
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Gradient Descent
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Linear Regression for curve shapes
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Regularization
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Regularization
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Sample
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Sample
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Sample
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Sample
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Sample
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Linear classification
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Linear classification
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Classification
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Train Valid & Test
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Cross-validation
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Data Types
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Normalization
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Evaluation of classification
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Missing Value
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Missing Value
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Distance
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Distance
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Nearest Centroid Classifier
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Nearest Neighbor
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Nearest Neighbor
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Distance-Weighted KNN
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Evaluation
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Sample
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Inductive Bias
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Bayes Theorem
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Bayes Theorem
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Bayesian Methods
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Bayes Theorem
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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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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