0 likes | 16 Views
ExcelR's Data Analyst Course offers a comprehensive learning path to master the skills required for effective data analysis.<br><br>Business name: ExcelR- Data Science, Data Analytics, Business Analytics Course Training Mumbai<br>Address: 304, 3rd Floor, Pratibha Building. Three Petrol pump, Lal Bahadur Shastri Rd, opposite Manas Tower, Pakhdi, Thane West, Thane, Maharashtra 400602<br>Phone: 09108238354, <br>Email: enquiry@excelr.com<br>
E N D
IntroductiontoRegressionAnalysis: UnderstandingRegressionAnalysis: -Startbyexplainingtheconceptofregressionanalysisasastatisticaltechniqueusedto modeltherelationshipbetweenadependentvariable(target)andoneormoreindependent variables(features).DataAnalystCourse.Introducestudentstolinearregression,thesimplest formofregressionanalysis,whichmodelstherelationshipbetweenvariablesasastraightline. SimpleandMultipleRegression: -Differentiatebetweensimplelinearregression,whichinvolvesoneindependentvariable,and multiplelinearregression,whichinvolvesmultipleindependentvariables.Teachstudentshowto formulateregressionmodels,estimatemodelparameters,andinterpretregressioncoefficients. Provideexamplesofreal-worldregressionanalysisscenariosandapplications. Assumptions andDiagnostics: -Covertheassumptionsunderlyingregressionanalysis,suchaslinearity,independence, homoscedasticity,andnormalityofresiduals.Teachstudentshowtodiagnoseviolationsof theseassumptionsandaddressthemusingtechniquessuchasresidualanalysis,QQplots,and testsformulticollinearity.Emphasizetheimportanceofvalidatingregressionmodelsand assessing their goodness offit. ModelEvaluationandInterpretation: -Discusstechniquesforevaluatingtheperformanceandinterpretingtheresultsofregression models.TeachstudentshowtoassessmodelfitusingmetricssuchasR-squared,adjusted R-squared,androotmeansquarederror(RMSE).Encouragethemtointerpretregression coefficientsto understand themagnitude and directionofthe relationshipsbetween variables. PracticalApplicationsandLimitations: -Illustratepracticalapplicationsofregressionanalysisacrossvariousdomainssuchas economics,finance,marketing,andsocialsciences.DataAnalyticsCourseinMumbai. Provideexamplesofhowregressionanalysisisusedfortaskssuchaspredictingsales revenue,estimatingpriceelasticity,andanalyzingtheimpactofmarketingcampaigns.Discuss limitationsandcaveatsofregressionanalysis,suchastheneedforcausalinferenceandthe potentialforoverfitting.
Businessname:ExcelR-DataScience,DataAnalytics,BusinessAnalyticsCourseTraining Mumbai Address:304,3rdFloor,PratibhaBuilding.ThreePetrolpump,LalBahadurShastriRd, oppositeManasTower, Pakhdi,ThaneWest,Thane,Maharashtra400602 Phone:09108238354, Email:enquiry@excelr.com