https://github.com/labex-labs/unsupervised-learning-clustering

[Unsupervised Learning: Clustering] This repository collects 9 of programming scenarios (labs and challenges) for Unsupervised Learning: Clustering. In this course, you will fully understand unsupervised learning and learn to use unsupervised learning to perform data clustering.
https://github.com/labex-labs/unsupervised-learning-clustering

List: unsupervised-learning-clustering

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[Unsupervised Learning: Clustering] This repository collects 9 of programming scenarios (labs and challenges) for Unsupervised Learning: Clustering. In this course, you will fully understand unsupervised learning and learn to use unsupervised learning to perform data clustering.

• Host: GitHub
• URL: https://github.com/labex-labs/unsupervised-learning-clustering
• Owner: labex-labs
• Created: 2024-05-22T09:03:06.000Z (6 months ago)
• Default Branch: master
• Last Pushed: 2024-08-01T01:27:55.000Z (4 months ago)
• Last Synced: 2024-08-02T04:23:09.049Z (4 months ago)
• Topics: awesome, awesome-list, challenges, course, education, hands-on, labex, labs, machine-learning, programming, scikit-learn
• Homepage: https://labex.io/skilltrees/ml
• Size: 4.88 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Unsupervised Learning: Clustering

[![Unsupervised Learning: Clustering](https://cover-creator.appbot.io/unsupervised-learning-clustering.png)](https://labex.io/courses/unsupervised-learning-clustering)

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

In this course, you will fully understand unsupervised learning and learn to use unsupervised learning to perform data clustering.

![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)

## 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 AI learning assistant Labby, built on ChatGPT, providing a conversational learning experience.

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

## Exercises

|   Index | Name                                                 | Difficulty   | Practice                                                                                                                  |

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

|       1 | 📖 Supervised and Unsupervised Learning Exploration   | ★☆☆          | Start Lab   |

|       2 | 📖 Centroid Based Clustering                          | ★☆☆          | Start Lab                          |

|       3 | 📖 Image Compression Using Mini Batch K Means         | ★☆☆          | Start Lab         |

|       4 | 📖 Hierarchical Clustering Exploration for Clustering | ★☆☆          | Start Lab |

|       5 | 📖 Hierarchical Clustering of Wheat Seeds             | ★☆☆          | Start Lab             |

|       6 | 📖 Density Based Clustering                           | ★☆☆          | Start Lab                           |

|       7 | 📖 Density-Based Clustering Application               | ★☆☆          | Start Lab               |

|       8 | 📖 Spectral Clustering and Other Clustering Methods   | ★☆☆          | Start Lab   |

|       9 | 📖 Evaluation of Common Clustering Methods            | ★☆☆          | Start Lab            |

## 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)