Learning curves are very useful for analyzing the biasvariance characteristics of a machine learning model. In this post, I’m going to talk about how to make use of them in a case study of a regression problem. We’re going to start with a simple linear regression model and improve it as much as we can by taking advantage of learning curves.
Training a Simple Linear Regression Model From Scratch
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Machine Learning
Hey everyone, welcome to my first blog post! This is going to be a walkthrough on training a simple linear regression model in Python. I’ll show you how to do it from scratch, without using any machine learning tools or libraries. We’ll only use NumPy and Matplotlib for matrix operations and data visualization.