SAMARBALLAVNAYAK
Cell:+917*********
Email:*****.***********@*****.***
AnexperiencedB.TechEngineerwithtotalhandsonexperienceof7+yearsinoverall. 0.6yearsofDATAANALYSTengineer.
6+yearsofhvacdesigns,planning,contractualtenderquotation,materialspecifications, costingofItemsinhvacBOQ,andalldocumentsrelatedtotender. EducationalCredentials:
CompletedB.TECH.inMechanicalStreamfromSamanthaChandraSekharInstitute ofTechnologyandManagement,(BijuPattnaikUniversityofTechnology,BPUT) ElectiveSubject:PowerPlantEngineering.
CompletedHigherSecondaryCertificatefromOrissaBoard
CompletedSecondarySchoolCertificatefromICSEBoard CertifiedCourses:
DatascienceandMachinelearning,JigsawAcademySchoolofAnalytics,Bangalore
Fullstackdatascienceprogram.
R,python,mysql,powerbi,Excel,advancedexcel,vlookup,hookup,macros&VBA. HVACdesigning:Dimensionalacademy,Chennai
Ahudesignandstandards.
AutoCad:Orissa
AutocadDrafting,2DModeling,AutodeskRevitMEP
ComputerKnowledge:MicrosoftOffice
MicrosoftOfficewithWord,Excel,PowerPoint,MSproject,MSproject TechnicalExpertise:
MachineLearningExpertise:-
Programminglanguage:- RProgramming,Python,MySQL,Excel(vlookup,hookup, macros-VBA,advancedexcel),powerBI.
IDE’s:-RStudio,Python(Spyder&JupyterNotebook),XLMiner,MINITAB,Tableau,Excel. DataMiningTechniques:-MarketBasketAnalysis,Apriori,K-Means,KNN,Naive-Bayes, DecisionTree,RandomForest,SVM,PCA,LDA,ANN,CNN,NLP,RShiny,MachineLearning. PredictionTechniques:-LinearRegression,LogisticandPolynomialRegression.Web Extractionofe-commerceproductsreviewsandTextMiningAnalysisusingR&PythonScripting Language.
MEP&ventilationSystemDesignExpertise:-
Design(greenfieldproject):-Heatloadcalculation,followingASHRAEstandards, Ventilationsystemdesigning.(ESPCalculation),Chilledwaterpumps,condenserwaterpumps selection,Selectionofchillers,Coolingtowerandotherequipment. Basedonhydrauliccalculationselectionoffirewaterpumpssystem,Sprinklersystem,firehose cabinet,waterhydrantsystem,smokedetector,heatdetectorselection. Planning:-
Responsibleforensuringcost,qualityandtimelineoftheproject,scheduling,resource planning,costcontrol,CoordinationwithdifferentstakeholdersoftheprojectusingMSP
(Microsoftproject).
KnowledgeinMEPservicesworksismust
Projects:-
1)ImageProcessing&Classification-CNN(Python)
Objective:-ToCreateamodelwhichcanidentifytheInputImagesandClassifythem intospecific Class/Category.
Analysis:-
WehavecollectedagoodnumberofimagesofdifferentCats&Dogs(10,000images).Webuilta CNNmodelbasedonourrequirements.ThenCNNmodelistrainedontheinputimagesusing KERASlibrary.Thetrainedmodelistestedwithfewsamplesofimages,whichhasdetectedthe ClassoftheImages.
Responsibilities:-
Importedessentialfunctionsfrom KerasLibrary.PerformedtheinitializationofCNNmodel& Added1stConvolutionLayertoourmodel.AddedMax-PoolingtoCNNModel,Performed FlatteningandthencreatedaFull-ConnectionbetweenInputandOutput. FurthercompiledtheCNNmodelandFittedalltheTrainingandTestimagestoit.Image augmentationwasdonetogetahigherrangeofimagesandtoanalysesmoreinordertogetbetter results.
Themodelaccuracywasnotfoundtobegoodenough,Soweaddedmoreconvolutionallayerstoour CNNmodelandperformedthesamestepsagainandfinallywefoundourFinalmodeltobeagood onewithanaccuracyof89.76%.NowourmodelcanclassifyDogsandCatsimagesmoreaccurately.
*Wecantakeanybunchofimagestoperformanalysisandbuildamodel. 2)FraudAnalysis-DecisionTree(C5.0)(R)
Objective:-TodetecttheProbabilityoffraudsfromthehistoricaldata. Analysis:-
TheBank’sCreditdepartmentistryingtoidentifythepeoplewhoaremakingfraudinpayingtheir loanstothebank.Specifically,thebankwantedtoknowtowhomtheyshouldsanctiontheloan basedonthepreviousbehaviorofthecustomerstowardstheirbankingnatureandtheirincomes, Occupationsandfewotherattributes.
Responsibilities:-
PerformedExploratoryDataAnalysisonhistoricaldatainthedataset.Identifiedtheimportantfeatures andfilledmissingdatawithimputationtechniques.BuiltaDecisionTreeModelusingC5.0algorithm basedonthehistoricaldataprovided.BasedontheCrossTablevaluestheaccuracyofthemodelis predictedanditsfoundtobe91.50%.
3)DataScienceCompetitionsonKAGGLE&AnalyticalVidhya-
PredictSurvivalofPassengersontheTitanicShipusingvariousclassificationalgorithms.
PredictHousePricesbasedon100+predictorsusingSupervisedandUnsupervisedlearning algorithms.
LossgivendefaultbyoneoftheleadingBankwiththehelpoflogisticregressionbasedon classificationmechanism.
ProfessionalExperience:
VaidehiSoftwareTechnologies,Bangalore
Position:DataAnalyst(MachineLearning)
(FromSep2018totilldate)
RESPONSIBILITIES:
DataCollect,analyzeandreportasperrequirement
Identifynewsourcesofdataandmethodstoimprovedatacollection,analysisand reporting
Selectappropriatedatasetsanddatarepresentationmethods
Performstatisticalanalysisandfine-tuningusingtestresults
Studyandtransformdatascienceprototypes
ImplementappropriateMLalgorithmsandtools
Trainandretrain,Test,validatethesystemswhennecessary
Keepingabreastofdevelopmentsinthefield.
ShimizuCorporationIndiaPVTLtd.Bangalore
POSITION:SENIORMECHANICALENGINEER
(FromFeb2017toSep2018)
RESPONSIBILITIES:
Checkingprojectschedule
CheckingallHVAC,electrical,firefighting&plumbingconstructiondrawing.
CoordinationwitharchitecturalandstructuralandallMEPwork.
Creatingdocumentation.
PROJECTS:
KeihinFIEIndiaPvtltd.
Amazonproject,Hyderabad
MAEDACORPORATIONINDIAPVTLTD.(CHENNAI)
POSITION:SENIORMECHANICALENGINEER
(FromJan2011toDec2016)
RESPONSIBILITIES:
DesignbasicreportwithCoolingloadcalculation,ventilationcalculation,equipmentdata sheet,preparationofrequestforquotationandbillofquantities,HVAClayoutand coordinationlayoutofotherservices,
Planningmechanicalsystem-analyzingheatandcoolingload,airflowschedule,air terminals,ductworkmanuallyandautomaticallydesigning.pipingsystem,adding mechanicalequipment,sizingpipe,addingvalves,
PROJECTS:
TOYOTAKIRLOSKARMOTOR,(bidadi,Bangalore)
UNICHARMINDIAPVTLTD,(sricity,tada,AndhraPradesh)
HITACHIAUTOMOTIVESYSTEM,(Chennai,Tamilnadu)
PERSONALINFORMATION:
Name :SamarBallavNayak
Cell :+91-778*******
DateofBirth :29-10-1986
Sex :Male
Currentlocation :Bangalore
PanNo. :AKKPN2604H
MaritalStatus :Single
PermanentAddress :S/o-AshokKumarNayak
At-Nilakanthapur
Po-Barapara
Dist-Kendrapara–754245ORISSA
Declaration:
Iherebydeclarethatalltheabove-mentionedstatementsaretrue&bestofmy knowledgeandbelief.
SamarBallavNayak.