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PROJECT
Visualize Regression with Varying Polynomial Degrees Using Manim
Learn how to visualize regression with varying polynomial degrees using the Manim library. This project focuses on creating animations and designing transformations between the animations.
You will learn to:
Animate text with Python.
Animate LaTeX with Python.
Animate graphs in 2D.
Animate graph transformations.
Skills
Machine Learning Fundamentals
Plotting
Mathematical Animation
Prerequisites
Basic understanding of Python
Basic understanding of plotting
Familiarity with LaTeX
Technologies
Manim
Python
Project Description
Manim is an animation engine programmed as a Python library. This library offers functions to display and animate text, shapes, LaTeX, and plots. It’s a community library available freely under an MIT license, initially developed by Grant Sanderson. Manim can help create high-quality and feature-rich mathematical animations with a low-code approach. These animations can be used to animate and teach technical concepts easily.
In this project, we’ll learn to visualize the concept of regression. We’ll also learn to create an animation that illustrates polynomial regression for various degrees of polynomials.
Project Tasks
1
Getting Started
Task 1: Import Libraries
Task 2: Generate Data
2
Building Regression Model
Task 3: Split the Data into Training and Test Sets
Task 4: Create a Regression Model
Task 5: Make Predictions Using the Model
Task 6: Calculate the Error
3
Visualizing the Regression
Task 7: Create Sets of Axes
Task 8: Plot Data Points
Task 9: Add Labels and a Heading to the Graph
Task 10: Prepare the Manim Scene for Multiple Polynomial Degrees
Task 11: Animate the Polynomial Regression
Task 12: Add Transformations in Animations
Congratulations!
Relevant Courses
Use the following content to review prerequisites or explore specific concepts in detail.