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datascience-template

Source Code Check pre-commit Code style: black Code style: flake8 Imports: isort Typing: mypy

Well structured and tested data science project template. You can use this template when creating the data sicence repository.

๐Ÿ“ Organized: The project structure is refereed to Cookiecutter Data Science

๐Ÿš€ Prepared: Major libraries are prepared in environment.yml. If you are familiar with Colaboratory environment, please use environment-colab.yml .

โœ… Tested: scripts are checked by common linter when pre-commit.

Here is the notebook link to provide the quick access to your analysis. You can create the conda environment by Right click Build Conda Environment or conda create -f environment.yml in Studio Lab.

Open in SageMaker Studio Lab

Project Structure

.
โ”œโ”€โ”€ data
โ”‚   โ”œโ”€โ”€ external                    # data from third party sources.
โ”‚   โ”œโ”€โ”€ processed                   # data after processing
โ”‚   โ”œโ”€โ”€ interim                     # data that transformed
โ”‚   โ””โ”€โ”€ raw                         # raw data
โ”œโ”€โ”€ models                          # store models
โ”œโ”€โ”€ notebooks                       # store notebooks
โ”œโ”€โ”€ docs                            # documentation for your project
โ”œโ”€โ”€ .gitignore                      # ignore files that cannot commit to Git
โ”œโ”€โ”€ .pre-commit-config.yaml         # configurations for pre-commit
โ”œโ”€โ”€ pyproject.toml                  # dependencies for poetry
โ”œโ”€โ”€ README.md                       # describe your project
โ”œโ”€โ”€ scripts                         # store source code used in notebook
โ”‚   โ””โ”€โ”€ __init__.py                 # make src a Python module
โ””โ”€โ”€ tests                           # store tests
    โ””โ”€โ”€ __init__.py                 # make tests a Python module

Customization

  • environment.yml: Please specify the packages and versions. As a default, no version is specified.
  • .pre-commit-config.yaml: Please check the rev to check the code.
  • Change the Notebook url for Open in Studio Lab.

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