fix links in readme for mkdocs

Author: dasmy

README.md

@@ -1,28 +1,55 @@
 <div align="center">
   <br/>
 
-[![Test Suite](https://img.shields.io/github/actions/workflow/status/emdgroup/octopus/test-package.yml?branch=main&style=flat-square&label=Test%20Suite&labelColor=0f69af&color=ffdcb9)](https://github.com/emdgroup/octopus/actions/workflows/test-package.yml?query=branch%3Amain)
-[![Code Quality](https://img.shields.io/github/actions/workflow/status/emdgroup/octopus/ruff.yml?branch=main&style=flat-square&label=Code%20Quality&labelColor=0f69af&color=ffdcb9)](https://github.com/emdgroup/octopus/actions/workflows/ruff.yml?query=branch%3Amain)
-[![Docs](https://img.shields.io/github/actions/workflow/status/emdgroup/octopus/docs.yml?branch=main&style=flat-square&label=Docs&labelColor=0f69af&color=ffdcb9)](https://github.com/emdgroup/octopus/actions/workflows/docs.yml?query=branch%3Amain)
+<div>
+<a href="https://github.com/emdgroup/octopus/actions/workflows/test-package.yml?query=branch%3Amain">
+   <img src="https://img.shields.io/github/actions/workflow/status/emdgroup/octopus/test-package.yml?branch=main&style=flat-square&label=Test%20Suite&labelColor=0f69af&color=ffdcb9" alt="Test Suite">
+</a>
+<a href="https://github.com/emdgroup/octopus/actions/workflows/ruff.yml?query=branch%3Amain">
+   <img src="https://img.shields.io/github/actions/workflow/status/emdgroup/octopus/ruff.yml?branch=main&style=flat-square&label=Code%20Quality&labelColor=0f69af&color=ffdcb9" alt="Code Quality">
+</a>
+<a href="https://github.com/emdgroup/octopus/actions/workflows/docs.yml?query=branch%3Amain">
+   <img src="https://img.shields.io/github/actions/workflow/status/emdgroup/octopus/docs.yml?branch=main&style=flat-square&label=Docs&labelColor=0f69af&color=ffdcb9" alt="Docs">
+</a>
+</div>
 
-[![Supports Python](https://img.shields.io/pypi/pyversions/octopus-automl?style=flat-square&label=Supports%20Python&labelColor=96d7d2&color=ffdcb9)](https://pypi.org/project/octopus-automl/)
-[![PyPI version](https://img.shields.io/pypi/v/octopus-automl.svg?style=flat-square&label=PyPI%20Version&labelColor=96d7d2&color=ffdcb9)](https://pypi.org/project/octopus-automl/)
-[![Downloads](https://img.shields.io/pypi/dm/octopus-automl?style=flat-square&label=Downloads&labelColor=96d7d2&color=ffdcb9)](https://pypistats.org/packages/octopus-automl)
-[![Issues](https://img.shields.io/github/issues/emdgroup/octopus?style=flat-square&label=Issues&labelColor=96d7d2&color=ffdcb9)](https://github.com/emdgroup/octopus/issues/)
-[![PRs](https://img.shields.io/github/issues-pr/emdgroup/octopus?style=flat-square&label=PRs&labelColor=96d7d2&color=ffdcb9)](https://github.com/emdgroup/octopus/pulls/)
-[![License](https://shields.io/badge/License-Apache%202.0-green.svg?style=flat-square&labelColor=96d7d2&color=ffdcb9)](http://www.apache.org/licenses/LICENSE-2.0)
+<div>
+<a href="https://pypi.org/project/octopus-automl/">
+   <img src="https://img.shields.io/pypi/pyversions/octopus-automl?style=flat-square&label=Supports%20Python&labelColor=96d7d2&color=ffdcb9" alt="Supports Python">
+</a>
+<a href="https://pypi.org/project/octopus-automl/">
+   <img src="https://img.shields.io/pypi/v/octopus-automl.svg?style=flat-square&label=PyPI%20Version&labelColor=96d7d2&color=ffdcb9" alt="PyPI version">
+</a>
+<a href="https://pypistats.org/packages/octopus-automl">
+   <img src="https://img.shields.io/pypi/dm/octopus-automl?style=flat-square&label=Downloads&labelColor=96d7d2&color=ffdcb9" alt="Downloads">
+</a>
+<a href="https://github.com/emdgroup/octopus/issues/">
+   <img src="https://img.shields.io/github/issues/emdgroup/octopus?style=flat-square&label=Issues&labelColor=96d7d2&color=ffdcb9" alt="Issues">
+</a>
+<a href="https://github.com/emdgroup/octopus/pulls/">
+   <img src="https://img.shields.io/github/issues-pr/emdgroup/octopus?style=flat-square&label=PRs&labelColor=96d7d2&color=ffdcb9" alt="PRs">
+</a>
+<a href="http://www.apache.org/licenses/LICENSE-2.0">
+   <img src="https://shields.io/badge/License-Apache%202.0-green.svg?style=flat-square&labelColor=96d7d2&color=ffdcb9" alt="License">
+</a>
+</div>
 
-[![Logo](https://raw.githubusercontent.com/emdgroup/octopus/main/docs/assets/logo.png)](https://github.com/emdgroup/octopus/)
+<div>
+<a href="https://github.com/emdgroup/octopus/">
+   <img src="https://raw.githubusercontent.com/emdgroup/octopus/main/docs/assets/logo.png" alt="Logo">
+</a>
+</div>
 
-&nbsp;
+<div>
 <a href="https://emdgroup.github.io/octopus/">Homepage<a/>
 &nbsp;•&nbsp;
 <a href="https://emdgroup.github.io/octopus/userguide/userguide/">User Guide<a/>
 &nbsp;•&nbsp;
 <a href="https://emdgroup.github.io/octopus/reference/reference/">Documentation<a/>
 &nbsp;•&nbsp;
 <a href="https://emdgroup.github.io/octopus/contributing/">Contribute<a/>
-&nbsp;
+</div>
+
 </div>