https://github.com/labex-labs/supervised-learning-regression

Supervised Learning: Regression | This repo collects 7 of programming labs exercises for Supervised Learning: Regression. Supervised learning. If you are hearing or reading this term for the first time, then it may be completely unclear what it means. Don't worry. In this lab, you will get a comp...
https://github.com/labex-labs/supervised-learning-regression

challenges course exercises hands-on labex labs machine-learning playgroud programming scikit-learn

Last synced: 25 days ago
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Supervised Learning: Regression | This repo collects 7 of programming labs exercises for Supervised Learning: Regression. Supervised learning. If you are hearing or reading this term for the first time, then it may be completely unclear what it means. Don't worry. In this lab, you will get a comp...

• Host: GitHub
• URL: https://github.com/labex-labs/supervised-learning-regression
• Owner: labex-labs
• Created: 2024-05-22T09:02:56.000Z (about 2 years ago)
• Default Branch: master
• Last Pushed: 2025-01-01T01:53:54.000Z (over 1 year ago)
• Last Synced: 2025-02-02T03:01:41.362Z (over 1 year ago)
• Topics: challenges, course, exercises, hands-on, labex, labs, machine-learning, playgroud, programming, scikit-learn
• Homepage: https://labex.io/courses/supervised-learning-regression
• Size: 12.7 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Supervised Learning: Regression

## Languages

🇨🇳 [简体中文](README_zh.md) 🇪🇸 [Español](README_es.md) 🇫🇷 [Français](README_fr.md) 🇩🇪 [Deutsch](README_de.md) 🇯🇵 [日本語](README_ja.md) 🇷🇺 [Русский](README_ru.md) 🇰🇷 [한국어](README_ko.md) 🇧🇷 [Português](README_pt.md) 🇺🇸 [English](README.md) 

[![Supervised Learning: Regression](https://cover-creator.labex.io/supervised-learning-regression.png)](https://labex.io/courses/supervised-learning-regression)

[![Start-Learning](https://img.shields.io/badge/Start-Learning-whitesmoke?style=for-the-badge)](https://labex.io/courses/supervised-learning-regression)

Supervised learning. If you are hearing or reading this term for the first time, then it may be completely unclear what it means. Don't worry. In this lab, you will get a comprehensive understanding of supervised learning; and, in the next chapter of the experiment, you will learn to use supervised learning to complete data prediction.

![scikit-learn](https://img.shields.io/badge/scikit-learn-whitesmoke?style=for-the-badge&logo=scikit-learn)

![Machine-Learning](https://img.shields.io/badge/Machine-Learning-whitesmoke?style=for-the-badge&logo=machine-learning)

## Exercises

|   Index | Name                                              | Difficulty   | Practice                                                                                                           |

|---------|---------------------------------------------------|--------------|--------------------------------------------------------------------------------------------------------------------|

|       1 | 📖 🟢 Introduction to Supervised Learning         | Beginner     | Start Lab         |

|       2 | 📖 🟢 Linear Regression Fundamentals              | Beginner     | Start Lab              |

|       3 | 📖 🟢 Prediction for Beijing Housing Prices       | Beginner     | Start Lab       |

|       4 | 📖 🔵 Nonlinear Data Regression Techniques        | Beginner     | Start Lab   |

|       5 | 📖 🔵 Prediction for Bitcoin Price                | Beginner     | Start Lab           |

|       6 | 📖 🔵 Ridge Regression and Lasso Regression       | Beginner     | Start Lab       |

|       7 | 📖 🔵 Calculation of Ridge Regression Coefficient | Beginner     | Start Lab |

## Environment

LabEx is an interactive, hands-on learning platform dedicated to coding and technology. It combines labs, AI assistance, and virtual machines to provide a no-video, practical learning experience.

![](https://tutorial-screenshot.getvm.io/images/vm-1725247253.png)

- A strict "Learn by Doing" approach with exclusive hands-on labs and no videos.

- Interactive online environments within the browser, with automated step-by-step checks.

- A structured content organization with the Skill Tree based learning system.

- A growing learning resource of 30 Skill Trees and over 6,000 Labs.

- The learning assistant Labby, built on lastest AI models, providing a conversational learning experience.

Learn more about [LabEx VM](https://support.labex.io/using-labex/virtual-machine).

## More

- 🔗 [Machine Learning Programming Courses](https://github.com/labex-labs/awesome-programming-courses)

- 🔗 [Machine Learning Programming Projects](https://github.com/labex-labs/awesome-programming-projects)

- 🔗 [Machine Learning Free Tutorials](https://github.com/labex-labs/ml-free-tutorials)