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Jupyter

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Experimentation

Jupyter Notebook is an open-source web application where you can create and share documents that contain live code, equations, visualizations, and text.

Use it when

  • You want a web-based notebook where you can interactively run pieces of code, visualize the outcomes and embed text and images.
  • You want to be able to share and present data easily.
  • You want a tool with a large community and many extensions.

Watch out

  • Jupyter doesn't have the full capabilities of an IDE, such as code completion, linting and debugging.
  • You can execute code cells in any order, leading to experiments that you may not be able to reproduce.

Example stacks

Airflow + MLflow stack

Installation

pip install jupyterlab

Reviews