Video created by University of Michigan for the course "Fitting Statistical Models to Data with Python". We begin this third course of the Statistics with Python ...ListPythonStatisticsLandscapeLoading...FittingStatisticalModelstoDatawithPythonUniversityofMichiganFilledStarFilledStarFilledStarFilledStarHalfFadedStar4.4(536ratings) | 23KStudentsEnrolledCourse3of3intheStatisticswithPythonSpecializationEnrollforFreeThisCourseVideoTranscriptInthiscourse,wewillexpandourexplorationofstatisticalinferencetechniquesbyfocusingonthescienceandartoffittingstatisticalmodelstodata.WewillbuildontheconceptspresentedintheStatisticalInferencecourse(Course2)toemphasizetheimportanceofconnectingresearchquestionstoourdataanalysismethods.Wewillalsofocusonvariousmodelingobjectives,includingmakinginferenceaboutrelationshipsbetweenvariablesandgeneratingpredictionsforfutureobservations.Thiscoursewillintroduceandexplorevariousstatisticalmodelingtechniques,includinglinearregression,logisticregression,generalizedlinearmodels,hierarchicalandmixedeffects(ormultilevel)models,andBayesianinferencetechniques.Alltechniqueswillbeillustratedusingavarietyofrealdatasets,andthecoursewillemphasizedifferentmodelingapproachesfordifferenttypesofdatasets,dependingonthestudydesignunderlyingthedata(referringbacktoCourse1,UnderstandingandVisualizingDatawithPython).Duringtheselab-basedsessions,learnerswillworkthroughtutorialsfocusingonspecificcasestudiestohelpsolidifytheweek’sstatisticalconcepts,whichwillincludefurtherdeepdivesintoPythonlibrariesincludingStatsmodels,Pandas,andSeaborn.ThiscourseutilizestheJupyterNotebookenvironmentwithinCoursera.ViewSyllabusSkillsYou'llLearnBayesianStatistics,PythonProgramming,StatisticalModel,statisticalregressionReviewsFilledStarFilledStarFilledStarFilledStarHalf-FilledStar4.4(536ratings)5stars63.99%4stars22.01%3stars8.39%2stars3.35%1star2.23%ETJul1,2020FilledStarFilledStarFilledStarFilledStarFilledStarAwesomeoverviewaboutwhatcanwedowithstaticticsknowlegde!Halftheory,halfpracticewit