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workbench

A template workbench.

This workbench is based on a "cut" from sertansenturk/cookiecutter-ds-docker.

1. Introduction

It consists of a docker-compose stack with the services below (See Sections Setup and Running the Services):

  1. A Jupyter service with minimal customization
  2. An mlflow tracking server to store experiments
  3. A postgresql database, which stores mlflow tracking information

workbench also comes with two standalone Docker image below for local usage:

  1. Python test and development
  2. Building Sphinx documentation

3. Quickstart

To build and start the Docker stack, run:

make

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  • Shell 39.2%
  • Jupyter Notebook 18.3%
  • Python 16.2%
  • Makefile 16.0%
  • Dockerfile 10.3%