An Ubuntu 22.04 Container to be used with Apptainer (former Singularity) o python ML tools installed: jupyter metakernel sympy statsmodels iminuit matplotlib pandas scipy scikit-learn seaborn tensorflow tensorflow-datasets cppyy hep_ml o Analysis tools installed: CERN ROOT v6.36.00 o The continer executable is called: ML_ROOT_Ubuntu22_04.sif o How to use: In a terminal on your Linux System you can start the following processes. The only requirement to your Linux System is a working apptainer installation singularity exec /local/home/marks/bin/ML_ROOT_Ubuntu22_04.sif root --notebook singularity exec /local/home/marks/bin/ML_ROOT_Ubuntu22_04.sif root singularity exec /local/home/marks/bin/ML_ROOT_Ubuntu22_04.sif python3 singularity exec /local/home/marks/bin/ML_ROOT_Ubuntu22_04.sif jupyter-notebook singularity shell /local/home/marks/bin/ML_ROOT_Ubuntu22_04.sif inside this shell you can also start the applications