diff --git a/README.md b/README.md
index 0f345a7..bde533f 100644
--- a/README.md
+++ b/README.md
@@ -3,11 +3,11 @@
 
 ![Jupyterlab Overview](/extra/jupyterlab-overview.png)
 
-First of all, thanks to [hub.docker.com/u/jupyter](https://hub.docker.com/u/jupyter) 
+First of all, thanks to [docker-stacks](https://github.com/jupyter/docker-stacks) 
 for creating and maintaining a robost  Python, R and Julia toolstack for Data Analytics/Science 
 applications. This project uses the NVIDIA CUDA image as a basis image and installs their 
 toolstack on top of it to enable GPU calculations in the Jupyter notebooks. 
-The image of this repository is available on [Dockerhub](https://hub.docker.com/repository/docker/cschranz/gpu-jupyter).
+The image of this repository is available on [Dockerhub](https://hub.docker.com/r/cschranz/gpu-jupyter).
 
 ## Contents
 
@@ -210,4 +210,4 @@ More info to submodules can be found in
 ## Issues and Contributing
 
 * Please let us know by [filing a new issue](https://github.com/iot-salzburg/gpu-jupyter/issues/new)
-* You can contribute by opening a [pull request](https://help.github.com/articles/using-pull-requests/)
\ No newline at end of file
+* You can contribute by opening a [pull request](https://help.github.com/articles/using-pull-requests/)