A modular platform for machine learning projects

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Project links

Project description

machinable

machinable provides a system to manage configuration of machine learning projects more effectively. Using straight-forward conventions and a powerful configuration engine, it can help structure your projects in a principled way so you can move quickly while enabling reuse and collaboration.

Read the user guide to get started.

Features

Powerful configuration

YAML-based project-wide configuration files with expressive syntax
Efficient configuration manipulation
Modular code organisation to allow for encapsulation and re-use
Import system to use 3rd party configuration and code without overhead
'Mixins' for horizontal inheritance structure

Efficient execution

Works with existing code
Support for seamless cloud execution
Automatic code backups
Managed randomness and reproducibility
Advanced hyperparameter tuning using Ray Tune

Effective result collection and analysis

Logging, tabular record writer and storage API
File system abstraction (in-memory, AWS S3, and more)
Flat-file result database with convenient query syntax

Project details

These details have not been verified by PyPI

Project links

Release history Release notifications | RSS feed

4.10.3

Jul 15, 2024

4.10.2

Apr 4, 2024

4.10.1

Mar 28, 2024

4.10.0

Mar 23, 2024

4.9.2

Mar 18, 2024

4.9.1

Mar 6, 2024

4.9.0

Feb 20, 2024

4.8.4

Jan 26, 2024

4.8.3

Jan 19, 2024

4.8.2

Jan 15, 2024

4.8.1

Dec 23, 2023

4.8.0

Dec 20, 2023

4.7.0

Dec 12, 2023

4.6.3

Oct 27, 2023

4.6.2

Oct 25, 2023

4.6.1

Oct 23, 2023

4.6.0

Oct 8, 2023

4.5.0

Jul 31, 2023

4.4.0

Jun 21, 2023

4.3.1

Jun 7, 2023

4.3.0

Jun 1, 2023

4.2.0

Mar 9, 2023

4.1.2

Feb 25, 2023

4.0

Jan 20, 2023

3.0

Jul 28, 2021

3.0b2 pre-release

Jul 27, 2021

3.0b1 pre-release

Jul 26, 2021

2.14.0

Feb 4, 2021

This version

2.13.0

Dec 19, 2020

2.12.2

Dec 17, 2020

2.12.1

Dec 17, 2020

2.12.0

Dec 16, 2020

2.11.0

Dec 14, 2020

2.10.0

Dec 14, 2020

2.9.4

Nov 27, 2020

2.9.2

Nov 25, 2020

2.9.1

Nov 24, 2020

2.9.0

Nov 22, 2020

2.8.4

Nov 20, 2020

2.8.3

Nov 19, 2020

2.8.2

Nov 17, 2020

2.8.1

Nov 1, 2020

2.7.2

Oct 25, 2020

2.7.1

Oct 14, 2020

2.7.0

Oct 12, 2020

2.6.0

Oct 9, 2020

2.5.2

Sep 20, 2020

2.5.1

Sep 13, 2020

2.5.0

Sep 6, 2020

2.4.0

Aug 31, 2020

2.3.0

Aug 16, 2020

2.2.1

Aug 13, 2020

2.1.0

Jul 30, 2020

2.0.1

Jul 4, 2020

2.0.0

Jun 20, 2020

2.0b2 pre-release

May 17, 2020

2.0b1 pre-release

May 3, 2020

1.2.1

Mar 22, 2020

1.2.0

Mar 9, 2020

1.1.5

Feb 25, 2020

1.1.4

Feb 25, 2020

1.1.3

Feb 19, 2020

1.1.2

Feb 11, 2020

1.1.1

Jan 4, 2020

1.0.0

Dec 17, 2019

0.0.1

Nov 19, 2019

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