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-# Introduction to Machine Learning [![official JetBrains project](http://jb.gg/badges/official.svg)](https://confluence.jetbrains.com/display/ALL/JetBrains+on+GitHub)
-<p>Train your brain to train machines. Build your first ML models from scratch – from simple classifiers to neural networks – with hands-on coding, a bit of Python, and a guided IDE built for learners.</p>
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+# Introduction to Machine Learning
+[![official JetBrains project](http://jb.gg/badges/official.svg)](https://confluence.jetbrains.com/display/ALL/JetBrains+on+GitHub)
+ [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
+<a href="https://academy.jetbrains.com/course/18392-introduction-to-machine-learning?=fromGitHub" target="_blank">
+<img src="https://img.shields.io/static/v1?logo=jetbrains&logoColor=1bd58e&label=&message=Course%20catalog&color=5a5a5a&style=flat" alt="Course%20catalog"></a>
+<a href="https://plugins.jetbrains.com/plugin/18392/versions" target="_blank">
+<img src="https://img.shields.io/badge/dynamic/yaml?query=%24.course_version&url=https://raw.githubusercontent.com/jetbrains-academy/Machine-Learning-101/refs/heads/master/course-remote-info.yaml&logo=jetbrains&logoColor=FC801D&label=Marketplace&color=6b59fe&style=flat&prefix=v" alt="Marketplace"></a>
+<p>Train your brain to train machines. Build your first ML models from scratch – from simple classifiers to neural networks – with hands-on coding, a bit of Python, and a guided IDE built for learners.</p>
+
+## Want to know more?
+If you have questions about the course or the tasks, or if you find any errors, feel free to ask questions and participate in discussions within the repository [issues](https://github.com/jetbrains-academy/Machine-Learning-101/issues).
+
+## Contribution
+Please be sure to review the [project's contributing guidelines](https://github.com/jetbrains-academy/.github/blob/main/contributing_guidelines.md) to learn how to help the project.