Welcome to CS109AGili Rusak

Agenda● Logistic Regression*● Bootstrapping Example*● Naive Bayes*● Bivariate Normal distribution*

* Review for Quiz 3

Logistic Regression Prediction

Logistic Regression Prediction

Logistic Regression Prediction

Logistic Regression Prediction

Logistic Regression Training

Logistic Regression Training

Logistic Regression Training

Logistic Regression Training Solution

Naive Bayes Example

Naive Bayes Example

Naive Bayes Example

Naive Bayes Example

P(Y = 1) = 5/9

Naive Bayes Example

Naive Bayes Example

Bootstrapping Example

Bootstrapping Example Solution

Bootstrapping Example

Bootstrapping Example

Bivariate Normal Distribution

Bivariate Normal Distribution

Thanks for a great quarter!