shogun_feature_matrix
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shogun feature matrix
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createdlast updatedmain languagemain focus
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shogun199910-2013C++General Purpose ML Package with particular focus on large scale learning; Kernel Methods; Interfaces to various languages
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weka199707-2013javaGeneral Purpose ML Package
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kernlab04-200411-2013RKernel Based Classification/Dimensionality Reduction
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dlib200610-2013C++Portability; Correctness
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nieme09-200603-2009C++Linear Regression; Ranking; Classification
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orange06-200411-2013pythonVisual Data Analysis
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java-ml08-200807-2012javaFeature Selection
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pyML08-200409-2013C++; pythonKernel Methods
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mlpy02-200803-2012pythonBasic Algorithms
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pybrain10-200802-2013pythonReinforcement Learning
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torch701-200211-2013C++;luaNeural Networks
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scikit-learn200708-2013python; cythonGeneral Purpose with simple API and numpy / scipy idioms
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shogunwekakernlabdlibniemeorangejava-mlpyMLmlpypybraintorch3scikit-learn
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General FeaturesGraphical User Interface010111000110
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One Class Classification111100010001
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Classification111111111111
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Multiclass classification111010111111
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Regression111111010111
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Structured Output Learning100010000000
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Pre-Processing111111111011
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Built-in Model Selection Strategies111101110001
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Visualization010011011111
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Test Framework11011?100001
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Large Scale Learning100110001000
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Semi-supervised Learning000000000000.5
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Multitask Learning100000000000
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Domain Adaptation100000000000
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Serialization111111111101
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Parallelized Code110100000001
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Performance Measures (auROC etc)110111111111
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Image Processing000100000000.5
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shogunwekakernlabdlibniemeorangejava-mlpyMLmlpypybraintorch3scikit-learn
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Supported Operating SystemsLinux111111111111
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Windows1 (cygwin)11111101111
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Mac OSX111111111011
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Other Unix111111101011
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shogunwekakernlabdlibniemeorangejava-mlpyMLmlpypybraintorch3scikit-learn
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Language BindingsPython10 (but Jython)0011011101
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R101000000000
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Matlab100000000000
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Octave100000000000
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C/C++10 (but GCJ)0110000010
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Command Line100000001110
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Java110010100000
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C#100000000000
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Lua100000000000
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Ruby100000000000
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shogunwekakernlabdlibniemeorangejava-mlpyMLmlpypybraintorch3scikit-learn
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SVM SolversSVMLight110000000000
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LibSVM111111110101
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SVM Ocas100100000000
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LibLinear110000000001
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BMRM100000000000
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LaRank100000000000
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SVMPegasos010110000000
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SVM SGD100000000001
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other101000011010
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shogunwekakernlabdlibniemeorangejava-mlpyMLmlpypybraintorch3scikit-learn
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RegressionKernel Ridge Regression100000010001
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Support Vector Regression111000010011
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Gaussian Processes111000000001
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Relevance Vector Machine011100000000
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shogunwekakernlabdlibniemeorangejava-mlpyMLmlpypybraintorch3scikit-learn
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Multiple Kernel LearningMKL100000000000
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q-norm MKL100000000000
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multiclass MKL100000000000
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shogunwekakernlabdlibniemeorangejava-mlpyMLmlpypybraintorch3scikit-learn
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ClassifiersNaive Bayes1 (via MCs)10001000111
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Bayesian Networks010100000100
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Multi Layer Perceptron010110000110
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RBF Networks010100000100
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Logistic Regression11?011000001
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LASSO10?010000001
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Decision Trees110001100000.5
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k-NN111101111111
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Gaussian Process Classification111000100001
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shogunwekakernlabdlibniemeorangejava-mlpyMLmlpypybraintorch3scikit-learn
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Linear ClassifiersLinear Programming Machine100000000000
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LDA100000001001
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shogunwekakernlabdlibniemeorangejava-mlpyMLmlpypybraintorch3scikit-learn
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DistributionsMarkov Chains100000100000
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Hidden Markov Models100000000011
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shogunwekakernlabdlibniemeorangejava-mlpyMLmlpypybraintorch3scikit-learn
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Dimension ReductionPCA111101001001
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