kiccho1101 / datascience-docker

My Docker image for datascience 🐳

datascience-docker

What is this

• Docker image for datascience tasks
• DockerHub URL: https://hub.docker.com/repository/docker/youodf/datascience

What you can do with this Docker image

This image includes

Jupyter environment

• jupyter notebook
• jupyter lab

Machine Learning libraries

• scikit-learn
• LightGBM
• PyTorch
• Tensorflow
• XGBoost
• CatBoost

Python linting libraries

• flake8
• isort
• black
• mypy

Visualizing libraries

• matplotlib
• plotly
• seaborn
• bokeh

Natural Language Processing (NLP) Libraries

• MeCab
• Juman++
• BERT For Japanese (Refer to BERT日本語Pretrainedモデル(黒橋・河原研究室))

How to build

sh build.sh

How to use

Pull the docker image from DockerHub

docker pull youodf/datascience

Run the docker image with command

docker run youodf/datascience COMMAND

Create local environment for python linting

pipenv install

Example

JupyterLab

docker run youodf/datascience jupyter lab --ip='0.0.0.0' --allow-root --no-browser

Jupyter Notebook

docker run youodf/datascience jupyter notebook --ip='0.0.0.0' --allow-root --no-browser

Python scripts

docker run youodf/datascience python xxx.py