https://github.com/maet3608/nuts-ml

Flow-based data pre-processing for deep learning
https://github.com/maet3608/nuts-ml

data-preprocessing data-science deep-learning deep-learning-framework deep-learning-library

Last synced: about 1 month ago
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Flow-based data pre-processing for deep learning

• Host: GitHub
• URL: https://github.com/maet3608/nuts-ml
• Owner: maet3608
• License: other
• Created: 2017-02-01T23:04:04.000Z (about 9 years ago)
• Default Branch: master
• Last Pushed: 2021-01-06T22:37:18.000Z (about 5 years ago)
• Last Synced: 2025-09-26T08:29:43.744Z (6 months ago)
• Topics: data-preprocessing, data-science, deep-learning, deep-learning-framework, deep-learning-library
• Language: Python
• Homepage:
• Size: 67.3 MB
• Stars: 31
• Watchers: 3
• Forks: 10
• Open Issues: 14
• Metadata Files:
  • Readme: README.rst
  • License: LICENSE

Awesome Lists containing this project

README

          

.. image:: pics/nutsml_logo.gif

   :align: center

- `Introduction `_

- `Installation `_

- `Tutorial `_

- `Documentation `_

- `Examples `_

- `Github `_

**nuts-ml** is a data pre-processing library for GPU based deep learning

that provides common pre-processing functions as independent, reusable units. 

These so called 'nuts' can be freely arranged to build data flows that 

are efficient, easy to read and modify.

The following example gives a taste of a **nuts-ml** data-flow that

trains a network on image data and prints training loss and accuracy

.. code:: python

   (train_samples >> Stratify(1) >> read_image >> transform >> augment >> 

      Shuffle(100) >> build_batch >> network.train() >>  

      Print('train loss:{} acc:{}') >> Consume())

**nuts-ml** is based on `nuts-flow `_,

which is described `here `_.

.. image:: https://badge.fury.io/py/nutsml.svg

   :target: https://badge.fury.io/py/nutsml

.. image:: https://img.shields.io/pypi/pyversions/nutsml.svg

   :target: https://pypi.python.org/pypi/nutsml/

.. image:: https://travis-ci.org/maet3608/nuts-ml.svg?branch=master

   :target: https://travis-ci.org/maet3608/nuts-ml

.. image:: https://coveralls.io/repos/github/maet3608/nuts-ml/badge.png?branch=master

   :target: https://coveralls.io/github/maet3608/nuts-ml?branch=master

.. image:: https://img.shields.io/github/issues/maet3608/nuts-ml.svg

   :target: https://github.com/maet3608/nuts-ml/issues

.. image:: https://img.shields.io/badge/license-Apache%202-blue.svg

   :target: https://github.com/maet3608/nuts-ml/blob/master/LICENSE