DataScieceLearig
Repositoryofcode,resourcesadutilitiesrelatedtodifferetdatascieceadmachielearigtopics.Forlearig,practicigadteachigpurposes.
Utilscabeistalledvia
pythosetup.pydevelopDataScieceResourcesresources.mdprovidesalistofsuggestedresources(e.g.books,courses)groupedbytopic(e.g.mathematics,deeplearig,NLP).Thislistisbasedomyiformalresearchbetweeoliecommuitiesadpractitioersforthevarioustopics,adthesupportedbypersoalotesoceI'vemaagetocosumetheresourceadcomeupwithmyowopiioaboutitsqualityadcotet.TagslikeTOREADadTOCHECKexpressexactlythatIstilldid'thavethetimetoproperlychecktherelatedetry.
JupyterNotebooksMayoftheresourcesetriesarepersoalJupyterotebooksthatcotaiamixoftextualexplaatios,refereces,commetsadcodeexamplesaboutthediscussedtopic.
Notebookcabeidifferetstatesadhavedifferetpurposes,somearepolishedicotet,withcompleteexplaatios,properstructureadworkigcode.TheseIcosidertohavethepotetialtobeusefultoothersforlearig.Somehavebeestartedadworkedowiththesamegoal,butareotpolishedforcosumptio[WIP].AthirdtypeofcotetisaboutotebookswhereIsimplyplayaroudwithcodefortestig/practicigpersoalideas[DEV].WhileIoftetrytocommetcodesippets,theseotebooksmighthaveamorechaoticstructureadmissproperlycureddiscussiosaboutthetopicadtechiquesused.
StatisticsBasicTheoremsProbability-Itro[WIP]MachieLearigLiearRegressio-BasicsLogisticRegressioEvaluatioMetricsTesorflow-Itro[WIP]MarkovModels[WIP]DeepLearigAutoecodersGANs-ItroGANs-DCGANGANs-ProGAN[WIP]GANs-StyleGANStyleTrasfer[WIP]CPPNSketchCleaup[DEV]ComputerVisioImageProcessig-Basics[DEV]FaceExtract+AligmetFaceSwap(DedicatedRepository)NLPRNNwithKeras-TextGeeratio(DedicatedRepository)TextClusterigRNNTextGeeratio-Advaced(DedicatedRepository)WordsEmbeddig[DEV]MiscellaeousDataMaipulatioadVisualizatiowithPadasadSeabor — APracticalItroductioSortigDataVizAdvacedPytho[DEV]GraphicsGeerativeArtItroCellularAutomataReactioDiffusioMorphogeesisReactioDiffusioLiceseReleaseduderversio2.0oftheApacheLicese.
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