RegisteredOffice:
ImarticusLearningPvt.Ltd.
5th Floor, B-Wing, Kaledonia, HDIL Building,
Sahar Road,Andheri (E), Mumbai-4 00058
CINNo:U74900MH2012PTC230745
CAPSTONE PROJECT: BAP-R
PROJECTTITLE:
PredictsurvivalofpassengersontheTitanicship.
OBJECTIVE:
Perform the analysis of what sorts of people were likely to survive using the tools of
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
70:30 ratio. Generate predictions on the test data set by first build your model on
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 You must a minimum overall accuracy of 60%in test dataset to pass the capstone
project.
02261419500
www.imarticus.org
[email protected]
MUMBAI | PUNE | BANGALORE | CHENNAI | GURUGRAM
RegisteredOffice:
ImarticusLearningPvt.Ltd.
5th Floor, B-Wing, Kaledonia, HDIL Building,
Sahar Road,Andheri (E), Mumbai-4 00058
CINNo:U74900MH2012PTC230745
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)
02261419500
www.imarticus.org
[email protected]
MUMBAI | PUNE | BANGALORE | CHENNAI | GURUGRAM