ds-docker

Customized data science docker image based on: jupyter/docker-stacks/datascience-notebook/

Additions:

Visualization

• altair
• scikit-plot
• missingno - Missing values visualization

ETL

• scrapy - Web scraping
• psycopg2=2.7* - Postgres sqlalchemy driver
• pymysql=0.7.9 - MySQL sqlalchemy driver
• kaggle-cli

Stats & Machine Learning

• xgboost=0.6a
• opencv - Image processing
• imblearn - Under/over sampling
• pyflux - Time series forecasting
• glmnet
• scikits.bootstrap
• category_encoders - Alternatives to onehot encoding
• fancyimpute - Alternatives to simple mean/median imputation
• pymc - Bayesian stats
• h2o - java ml algos

Unit Testing

• pytest=3.1.2

Utility

• grip
• cookiecutter - Project templates
• awscli - Amazon EC2 command line

Install

Install docker

Then build:

sudo docker build -t josephjnl/ds-docker:latest \
https://github.com/joseph-jnl/ds-docker.git#master:image

or download image:

sudo docker pull josephjnl/ds-docker