Workshop:ScietificComputigiPytho
Pythoisoeofthemostpopularopesourcelaguagesihistory.Therearemoretha100,000opesourcepackagespublishedotheofficialpackageidexPiPyaloeadmaymoreprojectsigeeral.UderthebaerofSciPy,thereisamatureecosystemofpythopackagesfordoigfarreachigscietificaalysisipytho.Ithisworkshopwecoveragoodumberofthecorepackagesadshowyouthedoorforfurtherstudy.ThisworkshopisaccompaiedbyseveraliteractiveJupyterNotebookswhichillustratedifferetaspectsoftheSciPyecosystem.
WorkshopNotebooksBegierMNIST-ATesorFlowtutorialohowtomakeasimpleeuraletworkforclassifyigMNISTdigits.Exercise-DerivigtheQuadraticFormulawithSymPy-AtutorialousigSymPytoderivethequadraticformula.ExplorigMNISTMaifolds-ExplorigMNISTwithScikit-LearbyapplyigPCAadK-Meas.Alsohasiteractivecompoets.LatexEssetials-ShowsyouthebasicsofusigLaTexfortypesettigadmathematicalotes.LiearRegressio-TheSolutioSpace-Iteractivecompoetsallowyoutoexploreliearregressio.Alsoshowshowtodo3Dplottigimatplotlib.LiearRegressio-GradietDescet-Atutorialohowgradietdescetisusedtofidaoptimalliearregressio.LiearVs.No-LiearFuctios-Showshowtoploti2Dadbasic3D.Alsogivesyouaituitioofthedifferecebetweeliearado-liearfuctios.MatrixasaFuctio&PlottigVectors-ShowshowtoplotvectorswithMatplotlibadshowshowamatrixcabethoughtofasalieartrasformatio.UsesalotofMatplotlib.MNISTProbabilityExperimets1-ShowsdifferetexperimetsofcomputigvariousstatisticsoMNIST.NeuralBooleaCoectives1-ShowsaverysimplesiglehiddelayereuraletworkadhowitcarepresettheXORfuctio.AlsoshowshowitcarepresetAND.SymPyBasics-ShowsyousomefudametalfeaturesofSymPy.TheTaylorSeries-UsesSymPytoexploretheTaylorSeries.AlsomakesuseofMatplotlib.PokePadas-AotebookusigPadastoaalyzedataaboutpokemofromthepokemogames.WorkshopSetupDowloadthisWorkshop’sRepoasa.zipfile:https://bit.ly/2A6dTYpUziptheworkshop.zipiaplaceyoucaremember.(TryDocumets)DowloadAacodaNavigator(AN)PYTHON3.6Versiohttps://www.cotiuum.io/dowloadsLauchtherootevirometJupyterNotebookserverfromthehometab.AbrowsershouldhaveopeedupupolauchigtheJupyterNotebookserver.Ithatbrowser,avigatetotheworkshopfolderyouuziped.Clickosetup.ipybadfollowtheistructios.
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