create_ml_project_structure.sh

#!/bin/bash

# create directories
mkdir data
mkdir helpers
mkdir modeling
mkdir scratch
mkdir tests
mkdir utilities

# create files
touch data/data.py
touch data/__init__.py
touch helpers/constants.py
touch helpers/helpers.py
touch helpers/__init__.py
touch modeling/config.py
touch modeling/pipeline.py
touch modeling/model.py
touch modeling/evaluate.py
touch modeling/explain.py
touch modeling/train.py
touch modeling/__init__.py
touch utilities/explore.py
touch requirements.txt
touch readme.md
touch buildspec.yml
touch main.py

# create Dockerfile
echo "FROM python:3.6
MAINTAINER Micah Melling, micahmelling@gmail.com
RUN groupadd docker
RUN useradd --create-home appuser
RUN usermod -aG docker appuser
RUN newgrp docker
RUN mkdir /app
WORKDIR /app
COPY . /app
RUN chown -R appuser:docker /app
USER appuser
RUN pip install --no-cache-dir -r requirements.txt
ENTRYPOINT ["python3"]
" > Dockerfile

# create stock .gitignore
echo "*.txt
!requirements.txt
*.pyc
*.csv
*.xlsx
*.png
*.jpeg
*.db
*.pkl
*.dot
*.DS_Store
.idea/
__pycache__/
venv/
scratch.py
scratch/
create_ml_project_structure.sh
" > .gitignore

# create a virtual environment
python3 -m venv venv