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Learning Data Science in the Cloud

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Machine Learning Module 3: Gradient Descent and Simple Linear Regression

Lecture 3.1 Intro to Gradient Descent

Lecture 3.2 Gradient Descent in Details

Lecture 3.3 Simple Linear Regression and OLS

Lecture 3.4 GSD and MLE in Simple Linear Regression

Lab 3. Simple Linear Regression

Objectives:

To learn how to predict house prices with a simple linear regression model

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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