https://github.com/labex-labs/scikit-learn-for-beginners

This comprehensive course covers the fundamental concepts and practical techniques of Scikit-learn, the essential machine learning library in Python. Learn to build, train, and evaluate machine learning models using various algorithms and preprocessing techniques.
https://github.com/labex-labs/scikit-learn-for-beginners

algorithms beginner-friendly classification clustering course data-science feature-engineering hands-on labex labs machine-learning model-evaluation preprocessing programming python python-programming regression scikit-learn supervised-learning unsupervised-learning

Last synced: about 2 months ago
JSON representation

This comprehensive course covers the fundamental concepts and practical techniques of Scikit-learn, the essential machine learning library in Python. Learn to build, train, and evaluate machine learning models using various algorithms and preprocessing techniques.

• Host: GitHub
• URL: https://github.com/labex-labs/scikit-learn-for-beginners
• Owner: labex-labs
• Created: 2025-09-10T08:49:16.000Z (10 months ago)
• Default Branch: master
• Last Pushed: 2025-10-20T08:01:10.000Z (9 months ago)
• Last Synced: 2025-10-20T10:04:34.586Z (9 months ago)
• Topics: algorithms, beginner-friendly, classification, clustering, course, data-science, feature-engineering, hands-on, labex, labs, machine-learning, model-evaluation, preprocessing, programming, python, python-programming, regression, scikit-learn, supervised-learning, unsupervised-learning
• Homepage: https://labex.io/courses/scikit-learn-for-beginners
• Size: 37.1 KB
• Stars: 0
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

          
# Scikit-learn for Beginners

## 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) 

[![Scikit-learn for Beginners](https://cover-creator.labex.io/scikit-learn-for-beginners.png)](https://labex.io/courses/scikit-learn-for-beginners)

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

This comprehensive course covers the fundamental concepts and practical techniques of Scikit-learn, the essential machine learning library in Python. Learn to build, train, and evaluate machine learning models using various algorithms and preprocessing techniques.

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

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

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

## Exercises

|   Index | Name                                            | Difficulty   | Practice                                                                                                                                                 |

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

|       1 | 🧩 🆓 Scikit-learn Installation and Setup       | Beginner     | Start Lab       |

|       2 | 🧩 🆓 Scikit-learn Data Loading and Exploration | Beginner     | Start Lab |

|       3 | 🧩 🆓 Scikit-learn Data Preprocessing           | Beginner     | Start Lab           |

|       4 | 🧩 🆓 Scikit-learn Linear Regression            | Beginner     | Start Lab            |

|       5 | 🧩 🆓 Scikit-learn KNN Classification           | Beginner     | Start Lab           |

|       6 | 🧩 🆓 Scikit-learn Model Evaluation             | Beginner     | Start Lab             |

|       7 | 🧩 🆓 Scikit-learn Cross-Validation             | Beginner     | Start Lab             |

## About LabEx

[LabEx](https://labex.io) 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. With a strict 'Learn by Doing' approach, interactive online environments in the browser with automated step-by-step checks, structured content organization through the [Skill Tree](https://labex.io/learn) learning system, and a growing resource of 30 Skill Trees and over 6,000 Labs, [LabEx](https://labex.io) offers comprehensive practical education. The platform includes Labby, an AI learning assistant built on latest AI models, providing a conversational learning experience.

## More

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

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

- 🔗 [scikit-learn Free Tutorials](https://github.com/labex-labs/sklearn-free-tutorials)