diff --git a/docker/Dockerfile b/docker/Dockerfile
index 2a7de3625114b87f9fb0432325689bb046d67f94..c3754230633fa3f421619e7afa10fc7e6a34e6e7 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -1,16 +1,18 @@
 # base image
-ARG PYTHON_VERSION=3.8
+ARG PYTHON_VERSION=3.9
 ARG docker_image_base=python:${PYTHON_VERSION}-slim
 FROM ${docker_image_base}
 
 # maintainers
-LABEL maintainer1=soraya.arias@inria.fr maintainer2=achille.mbogol-touye@grenoble-inp.fr
+LABEL maintainer1=soraya.arias@inria.fr maintainer2=jean-luc.parouty@simap.grenoble-inp.fr
+
+ARG ARCH_VERSION=cpu
 
 # Ensure a sane environment
 ENV TZ=Europe/Paris LANG=C.UTF-8 LC_ALL=C.UTF-8 DEBIAN_FRONTEND=noninteractive
 RUN ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone && \
     apt update --fix-missing && \
-    apt install -y --no-install-recommends apt-utils vim \
+    apt install -y --no-install-recommends apt-utils  \
         python3-venv  \
         python3-pip && \
     apt -y dist-upgrade && \
@@ -18,31 +20,34 @@ RUN ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone &
     rm -fr /var/lib/apt/lists/*  
    
 # copy Python requirement packages list in docker image
-COPY requirements_packages.txt /root/requirements_packages.txt
+COPY requirements_packages_${ARCH_VERSION}.txt /root/requirements_packages_${ARCH_VERSION}.txt
 
 # Update Python tools and install requirements packages
 RUN python3 -m pip install --upgrade pip && \
-    pip install --no-cache-dir --upgrade -r /root/requirements_packages.txt 
+    pip3 install --no-cache-dir --upgrade -r /root/requirements_packages_${ARCH_VERSION}.txt 
 
+# Special case to deal with keras_cv and keras3 !
+RUN pip3 install --no-cache-dir --upgrade keras-cv tensorflow && \
+    pip3 install --no-cache-dir --upgrade keras
 
-# install tensorboard & update jypyter
-RUN pip install --no-cache-dir --upgrade tensorboard tensorboardX jupyter ipywidgets
+# Install tensorboard & update jupyter
+RUN pip3 install --no-cache-dir --upgrade tensorboard tensorboardX jupyter ipywidgets
 
-# move default logo python
+# Move default logo python
 RUN bin/rm /usr/local/share/jupyter/kernels/python3/logo*      
     
 # Change default logo and name kernels
 COPY images/env-fidle.png /usr/local/share/jupyter/kernels/python3/logo-64x64.png
 COPY images/env-fidle.svg /usr/local/share/jupyter/kernels/python3/logo-svg.svg
 
-
 # Get Fidle datasets
 RUN mkdir /data && \
     fid  install_datasets --quiet --install_dir /data
 
-# Get Fidle notebooks
+# Get Fidle notebooks and create link
 RUN mkdir /notebooks/ && \
-    fid install_notebooks --quiet --install_dir /notebooks
+    fid install_notebooks --notebooks fidle-pre-master --quiet --install_dir /notebooks && \
+    ln -s /notebooks/fidle-pre-master-3.0.0 /notebooks/fidle-master
 
 # Add Jupyter configuration (no browser, listen all interfaces, ...)
 COPY jupyter_lab_config.py /root/.jupyter/jupyter_lab_config.py
@@ -58,7 +63,8 @@ VOLUME /notebooks
 WORKDIR /notebooks
 
 # Set a folder in the volume as Python Path
-ENV PYTHONPATH=/notebooks/fidle-master-2.4.1/:$PYTHONPATH
+ENV KERAS_BACKEND torch
+ENV PYTHONPATH=/notebooks/fidle-master/:$PYTHONPATH
 
 # Force bash as the default shell (useful in the notebooks)
 ENV SHELL=/bin/bash
@@ -67,4 +73,4 @@ ENV SHELL=/bin/bash
 ENV FIDLE_DATASETS_DIR=/data/datasets-fidle
 
 # Run a notebook by default
-CMD ["jupyter", "lab"]
+CMD ["jupyter", "lab"]
\ No newline at end of file
diff --git a/docker/jupyter_lab_config.py b/docker/jupyter_lab_config.py
index f49470e62f8d53eff37fcffc5ee063a25718396e..688c382b87a379c8c7670d9c71c246d60307973f 100644
--- a/docker/jupyter_lab_config.py
+++ b/docker/jupyter_lab_config.py
@@ -903,11 +903,11 @@ c.ServerApp.quit_button = True
 
 import os
 
-os.environ['FIDLE_MASTER_VERSION'] = '2.4.1'
+#os.environ['FIDLE_MASTER_VERSION'] = '2.4.1'
 
-fidle_master_version = os.environ.get('FIDLE_MASTER_VERSION')
+#fidle_master_version = os.environ.get('FIDLE_MASTER_VERSION')
 
-c.ServerApp.root_dir = f'/notebooks/fidle-master-{fidle_master_version}'
+c.ServerApp.root_dir = f'/notebooks/fidle-master'
 
 ## The session manager class to use.
 #  Default: 'jupyter_server.services.sessions.sessionmanager.SessionManager'
diff --git a/docker/requirements_packages.txt b/docker/requirements_packages_cpu.txt
similarity index 87%
rename from docker/requirements_packages.txt
rename to docker/requirements_packages_cpu.txt
index 64bcfca315259f6efcc23205d7a54a80143d2c18..1161e9414d1140ea1b0b6ab886f3f19ee8a335e1 100644
--- a/docker/requirements_packages.txt
+++ b/docker/requirements_packages_cpu.txt
@@ -11,20 +11,25 @@
 # To install your Fidle env, see https://fidle.cnrs.fr/installation
 #
 # Keras 3 / PyTorch version (Python 3.9.2)
+# keras
+# keras_cv
 
- keras
+
+ --extra-index-url https://download.pytorch.org/whl/cpu
  torch
  torchvision
  torchaudio
+ lightning
  tensorboard
+ numpy
  Scikit-image
  Scikit-learn
  Matplotlib
  plotly
  barviz
- numpy
+ pyarrow
  Pandas
  Pandoc
  pyyaml
  Jupyterlab
- fidle
\ No newline at end of file
+ fidle