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Learning Data Science in the Cloud

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Machine Learning Module 4: Hypothesis Testing and Multiple Linear Regression

Lecture 4.1 Review of CDF, PDF, and CLT

Lecture 4.2 Hypothesis testing

Lecture 4.3 Intro to multiple linear regression model

Lecture 4.4 Interpreting the multiple linear regression model

Lecture 4.5 Model Regularization

Lab 4. Multiple Linear Regression and Regularization

Objectives:

To learn how to predict data with multiple linear regression models and generalized linear regression models.

Data:

Download the house price excels file from https://github.com/xbwei/machine_learning_in_rapidminer/blob/master/house_price.xlsx

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