Linear Regression using Gradient Descent in Python - Machine Learning Basics

In this video I give a step by step guide for beginners in machine learning on how to do Linear Regression using Gradient Descent method. First I start off with defining linear regression. Next we define the loss function and understand what it is. Then we tackle the gradient descent algorithm step by step with the help of an analogy for better understanding of the concept. Finally, we implement everything in Python, and create a machine learning model for a given data set and make predictions.

Written version of this tutorial:
https://towardsdatascience.com/linear...

GitHub link for notebook and dataset:
https://github.com/chasinginfinity/ml...

If you would like to learn more about Linear Regression using Gradient Descent check out these links:
Mathematics of Gradient Descent - The Coding Train:    • 3.5: Mathematics of Gradient Descent ...  
Linear Regression with Gradient Descent - The Coding Train:    • 3.4: Linear Regression with Gradient ...  
How to do Linear Regression using Gradient Descent - Siraj Raval:    • How to Do Linear Regression using Gra...  
https://machinelearningmastery.com/li...
https://towardsdatascience.com/linear...

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#machinelearning #datascience #regression #gradientdescent