Sparse ModelingSparse Modeling

  1. HACARUS
2019
3/
03

Using Sparse Modeling in AI: A Human Centric, Explainable Approach

Thispostintroducesatechniquecalled"SparseModeling"thatcanproducegoodanalysisresults,eveniftheamountofdataissmall.Thearticlewaswrittenforengineerswhowanttostartonmachinelearningandforthosewhohavealreadyexperiencewithdeeplearning.Note:TheoriginalversionofthisarticlewaspublishedinJapaneseonCodezine.jp:機械学習プロジェクトにおける課題と、スパースモデリングに期待が高まる背景IntroductionThefieldofmachinelearningandparticularlydeeplearning,basedondataacquisitionandcollectionofinformationthroughthecloud…
2018
4/
24

Release of spm-image : Python library for sparse modeling

We’vereleased spm-image,Pythonlibraryforsparsemodelingandcompressivesensing,inourGitHub.Its latestversion includesk-SVD,whichisoneofpopulardictionarylearningalgorithms,ADMMimplementationofLassoandZCAwhiteningforpreprocessing.We’vecreatedexamplenotebooksaswellsothatyoucangettoknowhowtousethislibrary.ThebasicconceptofthislibraryisasfollowsImplementssparsemodelingandcompressivesensingalgorithmsDependsonscikit-learnonlyCompliantwithmoduleandinterfacestructureofscikit-learnasmuch…

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