diff --git a/images/hub-jupyter/Dockerfile b/images/hub-jupyter/Dockerfile
index 21fa0e0..345d7dd 100644
--- a/images/hub-jupyter/Dockerfile
+++ b/images/hub-jupyter/Dockerfile
@@ -1,34 +1,71 @@
-FROM nvidia/cuda:11.2.2-cudnn8-runtime-ubuntu20.04
+# Base Image
+
+# Not using this one since it only provides python3.7. This has been a
+# long standing issue.
+#
+#FROM pytorch/pytorch:1.12.1-cuda11.3-cudnn8-runtime
+FROM pytorchlightning/pytorch_lightning:base-cuda-py3.9-torch1.12-cuda11.6.1
+
+# pytorch base provides the packages:
+#
+#   python3, python3-pip
+#
+# and
+#
+#  torch, torchvision
+
+# Some python-packages need mysql-config,
+# which is provided by libmysqlclient-dev
 
 ARG NB_USER="jovyan"
 
+
 USER root
 ENV DEBIAN_FRONTEND=noninteractive
 RUN apt-get update && apt-get install -y \
 		g++ \
-		nodejs \
-		python3.8 \
-		python3-pip \
 		sudo \
+		bash \
 		curl \
+		libmysqlclient-dev \
+		zip \
+		libc6 \
 		&&\
 	ln --force --symbolic /usr/bin/python3 /usr/bin/python &&\
 	pip3 install \
-		jupyterlab \
 		pylint \
-		tensorflow-gpu==2.7.0 \
-		tensorboard==2.7.0 \
 		colored \
+		requests        \
+		python-dateutil \
+		cloudpickle     \
+		pickleshare     \
+		packaging       \
+		h5py            \
 		matplotlib \
 		seaborn \
 		scikit-learn \
 		scipy \
 		tqdm \
 		networkx \
-		&&\
-	curl -fsSL https://deb.nodesource.com/setup_17.x | bash - &&\
+		gym       \
+		pattern   \
+		imageio \
+		opt-einsum \
+		einops \
+		torchinfo \
+		torchaudio \
+		torchtext \
+		torchmetrics \
+		torch-geometric \
+		torchviz \
+		tensorboard
+RUN pip3 install \
+		jupyterlab \
+		ipywidgets &&\
+	curl -fsSL https://deb.nodesource.com/setup_16.x | bash - &&\
 	apt-get install -y nodejs &&\
-	jupyter labextension install @jupyter-widgets/jupyterlab-manager
+	jupyter labextension install @jupyter-widgets/jupyterlab-manager &&\
+	jupyter nbextension enable --py widgetsnbextension
 RUN useradd \
 		--create-home \
 		--password "hashlife" \
@@ -40,11 +77,13 @@ RUN useradd \
 	mkdir -p /data &&\
 	chown $NB_USER /data
 
-
 COPY --chown=$NB_USER jupyter_notebook_config.py /home/$NB_USER/.jupyter/
 
 USER $NB_USER
 WORKDIR /data
 #ENV LD_LIBRARY_PATH /usr/local/cuda-10.1/compat:$LD_LIBRARY_PATH
-CMD ["jupyter", "lab", "--ContentsManager.allow_hidden=True"]
+CMD ["jupyter", "lab", \
+		"--ip=0.0.0.0", \
+		"--LabApp.token=''", \
+		"--ContentsManager.allow_hidden=True"]