README.md

manifoldai/orbyter-ml-dev:3.3

Dockerfile for manifoldai/orbyter-ml-dev:3.3

Usage

To run a bash shell

docker run -it manifoldai/orbyter-ml-dev:3.3 bash

Image overview

For a complete list all packages, run pip freeze in a container. For a summary of the useful packages for ML development, see [requirements.txt].

System:

• Ubuntu 20.04 LTS
• Python 3.8.5

Release Notes:

3.4

Upgrade isort to 5.8.0 and add line_profiler.

3.3

Pin ipython==7.20.0 to avoid jedi autocompletion bug with earlier versions

Python package updates

Updated

• boto3==1.17.10
• dask[complete]==2021.02.0
• dvc==1.11.16
• ipython==7.20.0
• jsonlines==2.0.0
• jupyterlab==3.0.7
• matplotlib==3.3.4
• more-itertools==8.7.0
• mypy==0.800
• notebook==6.2.0
• numpy==1.20.1
• pandas==1.2.2
• plotly==4.14.3
• pyarrow==3.0.0
• pytest==6.2.2
• scikit-learn==0.24.1
• shap==0.38.1
• Sphinx==3.5.1
• SQLAlchemy==1.3.23
• statsmodels==0.12.2
• streamlit==0.76.0
• tqdm==4.56.2
• xgboost==1.3.3

3.2

Added dvc==1.11.9 to requirements.txt to enable data versioning.

Added mypy==0.790 for static type checking.

Python package updates

Updated

• boto3==1.16.47
• coloredlogs==15.0
• dask[complete]==2020.12.0
• dvc==1.11.9
• isort==5.7.0
• jupyterlab==3.0.0
• lightgbm==3.1.1
• matplotlib==3.3.3
• mlflow==1.13.1
• more-itertools==8.6.0
• mypy==0.790
• notebook==6.1.6
• numpy==1.19.4
• pandas==1.2.0
• plotly==4.14.1
• pytest==6.2.1
• python-dotenv==0.15.0
• pytictoc==1.5.1
• scikit-learn==0.24.0
• scipy==1.6.0
• seaborn==0.11.1
• shap==0.37.0
• Sphinx==3.4.1
• SQLAlchemy==1.3.22
• statsmodels==0.12.1
• streamlit==0.73.1
• tqdm==4.55.0
• xarray==0.16.2
• xgboost==1.3.1

Image overview

For a complete list all packages, run pip freeze in a container. Below is a summary of the useful packages for ML development.

System:

• Ubuntu 20.04 LTS
• Python 3.8.5

Included Packages :

• bayesian-optimization==1.2.0
• black==20.8b1
• boto3==1.16.47
• click==7.1.2
• coloredlogs==15.0
• dask[complete]==2020.12.0
• dask-ml==1.7.0
• dvc==1.11.9
• flake8==3.8.4
• ipdb==0.13.4
• isort==5.7.0
• jsonlines==1.2.0
• jupyter==1.0.0
• jupyter-contrib-nbextensions==0.5.1
• jupyterlab==3.0.0
• lightgbm==3.1.1
• matplotlib==3.3.3
• mlflow==1.13.1
• more-itertools==8.6.0
• mypy==0.790
• notebook==6.1.6
• numpy==1.19.4
• pandas==1.2.0
• plotly==4.14.1
• pluggy==0.13.1
• psycopg2==2.8.6
• pyarrow==2.0.0
• pytest==6.2.1
• python-dotenv==0.15.0
• pytictoc==1.5.1
• scikit-learn==0.24.0
• scipy==1.6.0
• seaborn==0.11.1
• shap==0.37.0
• Sphinx==3.4.1
• SQLAlchemy==1.3.22
• statsmodels==0.12.1
• streamlit==0.73.1
• tqdm==4.55.0
• xarray==0.16.2
• xgboost==1.3.1