mlshell 0.0.1

Shell around Ml libraries.

ALPHA UNDERCONSTRUCTED

Unified ML framework

MLshell is a framework for ML research and development:

• Fast and simple pipeline prototyping and parameters tuning.
• Unified ml pipeline.
• Stable CV scheme.
• Production ready.
• One conf file rule all.
• Simple result analyse.
• Unified plots.
• Common EDA techniques.
• Pure python.

For details, please refer to Concepts.

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Installation

PyPi

pip install -U mlshell

Specific versions with additional requirements

pip install catalyst[dev]        # installs dependencies for development

Docker

docker run -it nizaevka/mlshell

MLshell is compatible with: Python 3.6+.

Getting started

import mlshell

see Docs for details ;)

Docs and examples

An overview and API documentation can be found here

Check examples folder of the repository:

• For regression example please follow Allstate claims severity.
• For classification example please follow IEEE-CIS Fraud Detection.

Contribution guide

We appreciate all contributions. If you are planning to contribute back bug-fixes, please do so without any further discussion. If you plan to contribute new features, utility functions or extensions, please first open an issue and discuss the feature with us.

• Please see the contribution guide for more information.
• By participating in this project, you agree to abide by its Code of Conduct.

License

This project is licensed under the Apache License, Version 2.0 see the LICENSE file for details