'Equivalent sample size' presentation slideshows

Machine Learning and Review

Machine Learning and Review Reading: C. 18 Bayesian Approach Each observed training example can incrementally decrease or increase probability of hypothesis instead of eliminate an hypothesis Prior knowledge can be combined with observed data to determine hypothesis

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Bayesian Classifier

634 views • 37 slides

10/29: Text Classification

10/29: Text Classification. Classification Learning (aka supervised learning). Given labelled examples of a concept (called training examples) Learn to predict the class label of new (unseen) examples

472 views • 27 slides

Basics of Statistical Estimation

Basics of Statistical Estimation. tails. heads. Learning Probabilities: Classical Approach. Simplest case: Flipping a thumbtack. True probability q is unknown. Given iid data, estimate q using an estimator with good properties: low bias, low variance, consistent

635 views • 23 slides