# Introduction to Clustering, Cleaning and Visualizing Data

[![No One Like You by PSquare](https://img.youtube.com/vi/ty2advRiWJM/0.jpg)](https://youtu.be/ty2advRiWJM "No One Like You by PSquare")

> While you're studying Machine Learning with Clustering, enjoy some Nigerian Dance Hall tracks - this is a highly rated song from 2014 by PSquare.
## [Pre-lecture quiz](link-to-quiz-app)

Clustering is a type of unsupervised learning that presumes that a dataset is unlabelled.



### Introduction

Describe what will be covered

> Notes

### Prerequisite

What steps should have been covered before this lesson?

### Preparation

Preparatory steps to start this lesson

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[Step through content in blocks]

## [Topic 1]

### Task:

Work together to progressively enhance your codebase to build the project with shared code:

```html
code blocks
```

✅ Knowledge Check - use this moment to stretch students' knowledge with open questions

## [Topic 2]

## [Topic 3]

## 🚀Challenge

Add a challenge for students to work on collaboratively in class to enhance the project

Optional: add a screenshot of the completed lesson's UI if appropriate

## [Post-lecture quiz](link-to-quiz-app)

## Review & Self Study

**Assignment**: [Assignment Name](assignment.md)