https://github.com/tjanez/pymtl

PyMTL (Python library for Multi-task learning) is a Python module implementing a Multi-task learning framework built on top of scikit-learn, SciPy and NumPy.
https://github.com/tjanez/pymtl

Last synced: about 2 months ago
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PyMTL (Python library for Multi-task learning) is a Python module implementing a Multi-task learning framework built on top of scikit-learn, SciPy and NumPy.

• Host: GitHub
• URL: https://github.com/tjanez/pymtl
• Owner: tjanez
• Created: 2013-08-27T23:45:34.000Z (over 11 years ago)
• Default Branch: master
• Last Pushed: 2013-09-19T16:23:06.000Z (over 11 years ago)
• Last Synced: 2024-10-12T12:17:33.947Z (2 months ago)
• Language: Python
• Size: 49.5 MB
• Stars: 44
• Watchers: 4
• Forks: 13
• Open Issues: 0
• Metadata Files:
  • Readme: README.rst

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README

        
.. -*- mode: rst -*-

PyMTL

=====

PyMTL (Python library for Multi-task learning) is a Python module implementing

a Multi-task learning framework built on top of scikit-learn, SciPy and NumPy.

It is licensed under the GNU General Public License version, either version 3

of the License, or (at your option) any later version.

It was started in 2011 by Tadej Janež for the purposes of his PhD thesis on

*discovering clusters of related learning tasks for improving prediction

models of individual tasks*.

It implements an extended version of the *ERM (Error-reduction merging)* multi-task learning method

published by *Tadej Janež et al.* in `International Journal of Advanced Robotic Systems (IJARS) `_.

Dependencies

============

PyMTL is tested to work under Python 2.7 (currently, there are no plans to support Python 3).

It has the following dependencies:

 - NumPy >= 1.3

 - SciPy >= 0.7

 - scikit-learn >= 0.14

 - Orange == 2.5 alpha 1

 - Matplotlib >= 0.99.1

 - SymPy >= 0.7.3

Install

=======

Source

------

GIT

~~~

Check out the latest sources with the command::

    git clone git://github.com/tjanez/PyMTL.git

or if you have write privileges::

    git clone [email protected]:tjanez/PyMTL.git

Running

=======

Go to PyMTL's base directory and execute::

  python src/test.py

To change which experiment should run, edit the ``src/test.py`` file and change the value of the ``test_config`` variable.