Data Science Server

The list of shell scripts for configuration Data Science server on Ubuntu Server 24.04.

Software / Frameworks

Installing software/frameworks:

• ML/DL frameworks:
  • Tensorflow (with GPU support)
  • Keras (with GPU support)
  • LightGBM (with GPU support)
  • H2O Open
• R CRAN
  • with pre-installed basic R-packages
• RStudio Server
  • with Azure Database Service connector
• JupyterLab
• .NET Core SDK
• Docker
• Git configure

Preparation

git clone https://github.com/codez0mb1e/cloud-deep-learning-server.git

cd cloud-deep-learning-server/src
mkdir logs

Installation

1. sh install_core.sh &>logs/install_core.log
2. sh install_docker.sh &>logs/install_docker.log
3. sh git_configure.sh &>logs/git_configure.log ¹
4. sh install_dotnet_tools.sh &>logs/install_dotnet_core.log
5. sh install_ds_python.sh > log/install_ds_python.log
6. sh install_deep_learning.sh &>logs/install_deep_learning.log
7. sh install_r_env.sh &>logs/install_r.log
8. pt install_r_packages.R &>logs/install_r_packages.log ¹
9. sh install_lightgbm.sh &>logs/install_lightgbm.log ¹

¹ Install under RStudio user

Tests

1. Keras installation tests
2. LightGBM installation test
3. Jupyter Notebook installation tests