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"description": "==============================\nMILK: MACHINE LEARNING TOOLKIT\n==============================\nMachine Learning in Python\n--------------------------\n\nMilk is a machine learning toolkit in Python.\n\nIts focus is on supervised classification with several classifiers available:\nSVMs (based on libsvm), k-NN, random forests, decision trees. It also performs\nfeature selection. These classifiers can be combined in many ways to form\ndifferent classification systems.\n\nFor unsupervised learning, milk supports k-means clustering and affinity\npropagation.\n\nMilk is flexible about its inputs. It optimised for numpy arrays, but can often\nhandle anything (for example, for SVMs, you can use any dataype and any kernel\nand it does the right thing).\n\nThere is a strong emphasis on speed and low memory usage. Therefore, most of\nthe performance sensitive code is in C++. This is behind Python-based\ninterfaces for convenience.\n\nTo learn more, check the docs at `http://packages.python.org/milk/\n`_ or the code demos included with the source\nat ``milk/demos/``.\n\nExamples\n--------\n\nHere is how to test how well you can classify some ``features,labels`` data,\nmeasured by cross-validation::\n\n import numpy as np\n import milk\n features = np.random.rand(100,10) # 2d array of features: 100 examples of 10 features each\n labels = np.zeros(100)\n features[50:] += .5\n labels[50:] = 1\n confusion_matrix, names = milk.nfoldcrossvalidation(features, labels)\n print 'Accuracy:', confusion_matrix.trace()/float(confusion_matrix.sum())\n\nIf want to use a classifier, you instanciate a *learner object* and call its\n``train()`` method::\n\n import numpy as np\n import milk\n features = np.random.rand(100,10)\n labels = np.zeros(100)\n features[50:] += .5\n labels[50:] = 1\n learner = milk.defaultclassifier()\n model = learner.train(features, labels)\n\n # Now you can use the model on new examples:\n example = np.random.rand(10)\n print model.apply(example)\n example2 = np.random.rand(10)\n example2 += .5\n print model.apply(example2)\n \nThere are several classification methods in the package, but they all use the\nsame interface: ``train()`` returns a *model* object, which has an ``apply()``\nmethod to execute on new instances.\n\n\nDetails\n-------\nLicense: MIT\n\nAuthor: Luis Pedro Coelho (with code from LibSVM and scikits.learn)\n\nAPI Documentation: `http://packages.python.org/milk/ `_\n\nMailing List: `http://groups.google.com/group/milk-users\n`__\n\nFeatures\n--------\n- SVMs. Using the libsvm solver with a pythonesque wrapper around it.\n- LASSO\n- K-means using as little memory as possible. It can cluster millions of\n instances efficiently.\n- Random forests\n- Self organising maps\n- Stepwise Discriminant Analysis for feature selection.\n- Non-negative matrix factorisation\n- Affinity propagation\n\nRecent History\n--------------\n\nThe ChangeLog file contains a more complete history.\n\nNew in 0.6.1 (11 May 2015)\n~~~~~~~~~~~~~~~~~~~~~~~~~~\n- Fixed source distribution\n\nNew in 0.6 (27 Apr 2015)\n~~~~~~~~~~~~~~~~~~~~~~~~\n- Update for Python 3\n\nNew in 0.5.3 (19 Jun 2013)\n~~~~~~~~~~~~~~~~~~~~~~~~~\n- Fix MDS for non-array inputs\n- Fix MDS bug\n- Add return_* arguments to kmeans\n- Extend zscore() to work on non-ndarrays\n- Add frac_precluster_learner\n- Work with older C++ compilers\n\n\nNew in 0.5.2 (7 Mar 2013)\n~~~~~~~~~~~~~~~~~~~~~~~~~\n- Fix distribution of Eigen with source\n\nNew in 0.5.1 (11 Jan 2013)\n~~~~~~~~~~~~~~~~~~~~~~~~~~\n- Add subspace projection kNN\n- Export ``pdist`` in milk namespace\n- Add Eigen to source distribution\n- Add measures.curves.roc\n- Add ``mds_dists`` function\n- Add ``verbose`` argument to milk.tests.run\n\n\nNew in 0.5 (05 Nov 2012)\n~~~~~~~~~~~~~~~~~~~~~~~~\n- Add coordinate-descent based LASSO\n- Add unsupervised.center function\n- Make zscore work with NaNs (by ignoring them)\n- Propagate apply_many calls through transformers\n- Much faster SVM classification with means a much faster defaultlearner()\n [measured 2.5x speedup on yeast dataset!]\n\n\nFor older versions, see ``ChangeLog`` file",
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