This is a pre-production deployment of Warehouse, however changes made here WILL affect the production instance of PyPI.
Latest Version Dependencies status unknown Test status unknown Test coverage unknown
Project Description

malss is a python module to facilitate machine learning tasks. This module is written to be compatible with the scikit-learn algorithms and the other scikit-learn-compatible algorithms.

Requirements

These are external packages which you will need to install before installing malss.

  • python (>= 2.7 or >= 3.4)
  • numpy (>= 1.10.2)
  • scipy (>= 0.16.1)
  • scikit-learn (>= 0.17)
  • matplotlib (>= 1.5.1)
  • pandas (>= 0.14.1)
  • jinja2 (>= 2.8)

I highly recommend Anaconda. Anaconda conveniently installs packages listed above.

Installation

Do not install package dependencies:

pip install --no-deps malss

Install package dependencies:

pip install malss

Example

Classification:

from malss import MALSS
from sklearn.datasets import load_iris
iris = load_iris()
clf = MALSS('classification')
clf.fit(iris.data, iris.target, 'classification_result')
clf.generate_module_sample('classification_module_sample.py')

Regression:

from malss import MALSS
from sklearn.datasets import load_boston
boston = load_boston()
clf = MALSS('regression')
clf.fit(boston.data, boston.target, 'regression_result')
clf.generate_module_sample('regression_module_sample.py')

Change algorithm:

from malss import MALSS
from sklearn.datasets import load_iris
from sklearn.ensemble import RandomForestClassifier as RF
iris = load_iris()
clf = MALSS('classification')
clf.fit(iris.data, iris.target, algorithm_selection_only=True)
algorithms = clf.get_algorithms()
# check algorithms here
clf.remove_algorithm(0)
clf.add_algorithm(RF(n_jobs=3),
                  [{'n_estimators': [10, 30, 50],
                    'max_depth': [3, 5, None],
                    'max_features': [0.3, 0.6, 'auto']}],
                  'Random Forest')
clf.fit(iris.data, iris.target, 'classification_result')
clf.generate_module_sample('classification_module_sample.py')

API

View the documentation here.

Release History

Release History

1.0.3

This version

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1.0.2

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1.0.1

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1.0.0

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0.5.1

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0.5.0

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0.4.10

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0.4.9

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0.4.8

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0.4.7

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0.4.6

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0.4.5

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0.4.4

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0.4.2

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0.4.1

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0.3.2

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0.3.1

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0.2.6

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0.2.5

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0.2.4

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0.2.3

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0.2.2

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0.2.1

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0.2.0

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0.1.2

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0.1.1

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0.1.0

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0.0.3

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Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.0.2

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0.0.1

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Download Files

Download Files

TODO: Brief introduction on what you do with files - including link to relevant help section.

File Name & Checksum SHA256 Checksum Help Version File Type Upload Date
malss-1.0.3-py2.py3-none-any.whl (20.5 kB) Copy SHA256 Checksum SHA256 2.7 Wheel Jul 18, 2016
malss-1.0.3.tar.gz (869.5 kB) Copy SHA256 Checksum SHA256 Source Jul 18, 2016
malss-1.0.3.zip (898.0 kB) Copy SHA256 Checksum SHA256 Source Jul 18, 2016

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