datascience-ultimate

Data Science Ultimate Docker image

A customized JupyterLab Spark Docker image packed with everything you need.

What's in?

• Everything from jupyter/all-spark-notebook
  • Python v3.11
  • Scala v2.12 (via spylon-kernel)
  • R v4.3
  • Spark v3.5
  • JupyterLab v4.2
  • Pandas v2.0
  • Numpy v1.26
  • scikit-learn v1.4
  • SciPy v1.12
  • Seaborn v0.13
• More packages:
  • XGBoost v2.1
  • Plotly v5.24
  • Polars v1.6
  • Graphviz v0.20
  • JAWSume v0.1
  • Git support
• Theme: JupyterLab Darkside UI
• Code formatting: Jupyterlab Code Formatter using Black code formatter

How to use?

docker run -p 8888:8888 -p 4040:4040 franzdiebold/datascience-ultimate

The following web apps will be available:

• JupyterLab: http://localhost:8888/lab/
• Spark Web UI: http://localhost:4040/

Use it in your daily routine 🚀

In your .zshrc / .bashrc file add:

alias jupyter='docker run --rm -p 8888:8888 -p 4040:4040 -v "${PWD}":/home/jovyan franzdiebold/datascience-ultimate:latest'

💪 For an even better integration into your daily Data Science routine, check out the dockerize-datascience repo.

Build image locally

make build-lab-arm  # linux/arm64 architecture
make build-lab-amd  # linux/amd64 architecture