Repositoryofcode,resourcesandutilitiesrelatedtodifferentdatascienceandmachinelearningtopics.Forlearning,practicingandteachingpurposes.
Utilscanbeinstalledvia
pythonsetup.pydevelopDataScienceResourcesresources.mdprovidesalistofsuggestedresources(e.g.books,courses)groupedbytopic(e.g.mathematics,deeplearning,NLP).Thislistisbasedonmyinformalresearchbetweenonlinecommunitiesandpractitionersforthevarioustopics,andthensupportedbypersonalnotesonceI'vemanagetoconsumetheresourceandcomeupwithmyownopinionaboutitsqualityandcontent.TagslikeTOREADandTOCHECKexpressexactlythatIstilldidn'thavethetimetoproperlychecktherelatedentry.
JupyterNotebooksManyoftheresourcesentriesarepersonalJupyternotebooksthatcontainamixoftextualexplanations,references,commentsandcodeexamplesaboutthediscussedtopic.
Notebookcanbeindifferentstatesandhavedifferentpurposes,somearepolishedincontent,withcompleteexplanations,properstructureandworkingcode.TheseIconsidertohavethepotentialtobeusefultoothersforlearning.Somehavebeenstartedandworkedonwiththesamegoal,butarenotpolishedforconsumption[WIP].AthirdtypeofcontentisaboutnotebookswhereIsimplyplayaroundwithcodefortesting/practicingpersonalideas[DEV].WhileIoftentrytocommentcodesnippets,thesenotebooksmighthaveamorechaoticstructureandmissproperlycureddiscussionsaboutthetopicandtechniquesused.
StatisticsBasicTheoremsProbability-Intro[WIP]MachineLearningLinearRegression-BasicsLogisticRegressionEvaluationMetricsTensorflow-Intro[WIP]MarkovModels[WIP]DeepLearningAutoencodersGANs-IntroGANs-DCGANGANs-ProGAN[WIP]GANs-StyleGANStyleTransfer[WIP]CPPNSketchCleanup[DEV]ComputerVisionImageProcessing-Basics[DEV]FaceExtract+AlignmentFaceSwap(DedicatedRepository)NLPRNNwithKeras-TextGeneration(DedicatedRepository)TextClusteringRNNTextGeneration-Advanced(DedicatedRepository)WordsEmbedding[DEV]MiscellaneousDataManipulationandVisualizationwithPandasandSeaborn — APracticalIntroductionSortingDataVizAdvancedPython[DEV]GraphicsGenerativeArtIntroCellularAutomataReactionDiffusionMorphogenesisReactionDiffusionLicenseReleasedunderversion2.0oftheApacheLicense.
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