Update README.md

README.md

@@ -8,8 +8,8 @@
 
 <p align="center">
 <h3>
-  <a href="https://www.pycaret.org">Official Website</a> •
   <a href="https://pycaret.gitbook.io/">Docs</a> •
+  <a href="https://pycaret.gitbook.io/docs/get-started/tutorials">Tutorials</a> •
   <a href="https://pycaret.gitbook.io/docs/learn-pycaret/official-blog">Blog</a> •
   <a href="https://www.linkedin.com/company/pycaret/">LinkedIn</a> • 
   <a href="https://www.youtube.com/channel/UCxA1YTYJ9BEeo50lxyI_B3g">YouTube</a> • 
@@ -236,20 +236,18 @@ PyCaret is completely free and open-source and licensed under the [MIT](https://
 | -------------------------- | -------------------------------------------------------------- |
 | :star: **[Tutorials]**        | New to PyCaret? Checkout our official notebooks!            |
 | :clipboard: **[Example Notebooks]** | Example notebooks created by community.               |
-| :orange_book: **[Official Blog]** | Tutorials and articles by contributors.                      |
+| :orange_book: **[Blog]** | Tutorials and articles by contributors.                      |
 | :books: **[Documentation]**      | The detailed API docs of PyCaret                         |
-| :tv: **[Video Tutorials]**            | Our video tutorial from various events.             |
+| :tv: **[Videos]**            | Our video tutorial from various events.             |
 | ✈️ **[Cheat sheet]**            | Cheat sheet for all functions across modules.             |
 | :loudspeaker: **[Discussions]**        | Have questions? Engage with community and contributors.|
-| :hammer_and_wrench: **[Changelog]**          | Changes and version history.                 |
-| :deciduous_tree: **[Roadmap]**          | PyCaret's software and community development plan.|
+| :hammer_and_wrench: **[Release Notes]**          | Changes and version history.                 |
 
 [tutorials]: https://pycaret.gitbook.io/docs/get-started/tutorials
 [Example notebooks]: https://github.com/pycaret/examples
-[Official Blog]: https://pycaret.gitbook.io/docs/learn-pycaret/official-blog
-[Documentation]: https://pycaret.gitbook.io
-[video tutorials]: https://pycaret.gitbook.io/docs/learn-pycaret/videos
+[Blog]: https://pycaret.gitbook.io/docs/learn-pycaret/official-blog
+[Documentation]: https://pycaret.gitbook.io/docs/
+[Videos]: https://pycaret.gitbook.io/docs/learn-pycaret/videos
 [Cheat sheet]: https://pycaret.gitbook.io/docs/learn-pycaret/cheat-sheet
 [Discussions]: https://github.com/pycaret/pycaret/discussions
-[changelog]: https://pycaret.gitbook.io/docs/get-started/release-notes
-[roadmap]: https://github.com/pycaret/pycaret/issues/1756
+[Release Notes]: https://github.com/pycaret/pycaret/releases