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RegisteredOffice:ImarticusLearningPvt.Ltd.
5thFloor,B-Wing,Kaledonia,HDILBuilding,SaharRoad,Andheri(E),Mumbai-400058
CINNo:U74900MH2012PTC230745
02261419500 www.imarticus.org info@imarticus.org
MUMBAI PUNE BANGALORE CHENNAI GURUGRAM | | | |
CAPSTONE PROJECT: BAP-R
PROJECTTITLE:
PredictsurvivalofpassengersontheTitanicship.
OBJECTIVE:
Performtheanalysisofwhatsortsofpeoplewere likely tosurviveusing the toolsof
machinelearningtaughtduringtheBAP-Rcourse.
DESCRIPTION:
OnApril15,1912,duringhermaidenvoyage,theTitanicsankaftercollidingwithan
iceberg, killing 1502 out of 2224 passengers and crew. This tragedy shocked the
internationalcommunityandleadtobettersafetyregulationsforships.
Oneofthereasonsthattheshipwreckleadtosuchlossoflifewasthattherewerenot
enoughlifeboatsforthepassengersandcrew.Althoughtherewassomeelementofluck
involvedinsurvivingthesinking,somegroupsofpeopleweremorelikelytosurvivethan
others,suchaswomen,children,andtheupper-class.
EVALUATION:
n Afterdividingthedatarandomlyintotwogroups,a 'trainingset'anda 'testset' in
70:30ratio.Generatepredictionson the testdatasetby firstbuildyourmodelon
trainingdataset.
n Foreachpassengerinthetestset,youmustpredictwhetherornottheysurvivedthe
sinking(0fordeceased,1forsurvived).
n Yourevaluationisbasedisbasedontheoverallaccuracyofthepredictionsi.e.
n OverallAccuracy=
n No. of Survived Accurately Predicted as Survived + No. of deceased Accurately
Predictedasdeceased/TotalNumberofPassengers.
n YouneedtosubmittheactualRcode(withcommentsoneachstepperformed)
n Youneedtosubmitawriteuponthecapstoneprojectmethodology,stepsperformed,
result&interpretation.
n Youmustaminimumoverallaccuracyof60%intestdataset to passthecapstone
project.
RegisteredOffice:ImarticusLearningPvt.Ltd.
5thFloor,B-Wing,Kaledonia,HDILBuilding,SaharRoad,Andheri(E),Mumbai-400058
CINNo:U74900MH2012PTC230745
02261419500 www.imarticus.org info@imarticus.org
MUMBAI PUNE BANGALORE CHENNAI GURUGRAM | | | |
DATASETDESCRIPTION:
VARIABLEDESCRIPTIONS:
survival Survival
(0=No;1=Yes)
pclass PassengerClass
(1=1st;2=2nd;3=3rd)
name Name
sex Sex
age Age
sibsp NumberofSiblings/SpousesAboard
parch NumberofParents/ChildrenAboard
ticket TicketNumber
fare PassengerFare
cabin Cabin
embarked PortofEmbarkation
(C=Cherbourg;Q=Queenstown;S=Southampton)
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