Polynomial Regression Algorithm | Polynomial Regression Using Python

Published: 17 May 2020
on channel: Code With Aarohi

1,293

In this video, I explain the differences between Linear Regression and Polynomial Regression both mathematically and through a practical example.

We solve a real dataset using both Linear and Polynomial Regression, compare the results, and see how Polynomial Regression can better capture non-linear relationships in the data. This tutorial helps you understand when to use linear vs polynomial models in Machine Learning.

In this video, you’ll learn:

Key differences between Linear and Polynomial Regression

Mathematical concepts behind both models

Solving a dataset using Linear Regression

Solving the same dataset using Polynomial Regression

Comparing predictions and evaluating model performance

When to use Polynomial Regression over Linear Regression

This video is ideal for:

Beginners learning Regression in Machine Learning

Students preparing for ML interviews

Anyone wanting to understand non-linear modeling in practice

🎯 Python implementation included to follow along step by step.

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