diff --git a/README.md b/README.md
index 2048af34..d2da0678 100644
--- a/README.md
+++ b/README.md
@@ -47,7 +47,7 @@
     ·
     <a href="https://github.com/visual-layer/fastdup/issues/new/choose" target="_blank" rel="noopener noreferrer">Report Bug</a>
     ·
-    <a href="https://medium.com/@amiralush/large-image-datasets-today-are-a-mess-e3ea4c9e8d22" target="_blank" rel="noopener noreferrer">Read Blog</a>
+    <a href="https://medium.com/visual-layer" target="_blank" rel="noopener noreferrer">Read Blog</a>
     ·
     <a href="https://visual-layer.readme.io/docs/getting-started" target="_blank" rel="noopener noreferrer">Quickstart</a>
     ·
@@ -86,13 +86,13 @@
 We're excited to announce our new cloud product, VL Profiler. It's designed to help you gain deeper insights and enhance your productivity while using fastdup. With VL Profiler, you can visualize your data, track changes over time, and much more.
 <a href="https://cutt.ly/9wyxhZAI" target="_blank" rel="noopener noreferrer"><strong>👉 Check out VL Profiler here 👈</strong></a>
 
-Note: VL Profiler is a separate commercial product developed by the same team behind fastdup. Our goal with VL Profiler is to provide additional value to our users while continuing to support and maintain fastdup as a free, open-source project. We'd love for you to give VL Profiler a try and share your feedback with us!
+<strong>Note</strong>: VL Profiler is a separate commercial product developed by the same team behind fastdup. Our goal with VL Profiler is to provide additional value to our users while continuing to support and maintain fastdup as a free, open-source project. We'd love for you to give VL Profiler a try and share your feedback with us! [Sign-up](https://cutt.ly/9wyxhZAI) now, it's free.
 
 <br />
 </div>
 
-## What's Included in fastdup
-fastdup can handle both labeled and unlabeled image/video datasets, helping you to discover potential quality 
+## What's included in fastdup
+fastdup handles both labeled and unlabeled image/video datasets, helping you to discover potential quality 
 concerns while providing extra functionalities.
 
 <div align="center" style="display:flex;flex-direction:column;">
@@ -122,6 +122,7 @@ concerns while providing extra functionalities.
 [![Windows 11](https://img.shields.io/badge/Windows%2011-0078D6?style=for-the-badge&logo=windows&logoColor=white)](https://visual-layer.readme.io/docs/installation#winnative)
 [![Windows Server 2019](https://img.shields.io/badge/Windows%20Server%202019-0078D6?style=for-the-badge&logo=windows&logoColor=white)](https://visual-layer.readme.io/docs/installation#winnative)
 [![Windows WSL](https://img.shields.io/badge/Windows%20WSL-0078D6?style=for-the-badge&logo=windows&logoColor=white)](https://visual-layer.readme.io/docs/installation#winnative)
+[![Ubuntu 22.04 LTS](https://img.shields.io/badge/Ubuntu%2022.04%20LTS-E95420?style=for-the-badge&logo=ubuntu&logoColor=white)](https://visual-layer.readme.io/docs/installation#ubuntu-20041804-lts-machine-setup-a-nameubuntua)
 [![Ubuntu 20.04 LTS](https://img.shields.io/badge/Ubuntu%2020.04%20LTS-E95420?style=for-the-badge&logo=ubuntu&logoColor=white)](https://visual-layer.readme.io/docs/installation#ubuntu-20041804-lts-machine-setup-a-nameubuntua)
 [![Ubuntu 18.04 LTS](https://img.shields.io/badge/Ubuntu%2018.04%20LTS-E95420?style=for-the-badge&logo=ubuntu&logoColor=white)](https://visual-layer.readme.io/docs/installation#ubuntu-20041804-lts-machine-setup-a-nameubuntua)
 [![macOS 10+ (Intel)](https://img.shields.io/badge/macOS%2010%2B%20(Intel)-000000?style=for-the-badge&logo=apple&logoColor=white)](https://visual-layer.readme.io/docs/installation#mac-os-setup-a-namemacosxa)