Master Machine Learning & AI with MIT Faculty - MIT ...

Key Benefits. The Professional Certificate Program in Machine Learning & Artificial Intelligence enables you to: Learn in-person from renowned MIT faculty and ... Skiptomaincontent Menu Search AudienceNav Search AudienceNav Mainnavigation MITProfessionalEducation 700TechnologySquare BuildingNE48-200 Cambridge,MA02139 USA Accessibility ProfessionalCertificatePrograminMachineLearning&ArtificialIntelligence Upcomingcertificateprogramcoursescanbefoundhere. In2022weexpecttoholdourcoursesinacombinationofon-campusandlivevirtualformat.Seetheindividualcoursepagesformoreinformation.COVID-19updatescanbefound here.    Backtocertificateprograms APPLYTODAY CoreInstructor(s) ReginaBarzilay TommiS.Jaakkola StefanieJegelka Location LiveVirtual&OnCampus CustomButtons APPLYTODAY MITProfessionalEducationispleasedtooffertheProfessionalCertificatePrograminMachineLearning&ArtificialIntelligence.MIThasplayedaleadingroleintheriseofAIandthenewcategoryofjobsitiscreatingacrosstheworldeconomy.OurgoalistoensurebusinessesandindividualshavetheeducationandtrainingnecessarytosucceedintheAI-poweredfuture.Thiscertificateguidesparticipantsthroughthelatestadvancementsandtechnicalapproachesinartificialintelligencetechnologiessuchasnaturallanguageprocessing,predictiveanalytics,deeplearning,andalgorithmicmethodstofurtheryourknowledgeofthisever-evolvingindustry. Overview Awardeduponsuccessfulcompletionof16ormoredaysof qualifyingShortProgramscoursesinProfessionalEducation,thiscertificateequipsyouwiththebestpracticesandactionableknowledgeneededtoputyouandyourorganizationattheforefrontoftheAIrevolution. WhyStudyMachineLearningandArtificialIntelligenceatMIT? Machinelearningismorethanjustalgorithms:itrequiresmath,statistics,dataanalysis,computerscience,andprogrammingskills.MITisahubofresearchandpracticeinallofthesedisciplinesandourProfessionalCertificateProgramfacultycomefromareaswithadeepfocusinmachinelearningandAI,suchasthe MITComputerScienceandArtificialIntelligenceLaboratory(CSAIL);the MITInstituteforData,Systems,andSociety(IDSS);andthe LaboratoryforInformationandDecisionSystems(LIDS). Theprogramallowsindividualstointeractwithallthesekeydisciplines.LeadingMITfacultyexpertswillguideparticipantsthroughthelatestbreakthroughsinresearch,cutting-edgetechnologies,andbestpracticesusedforbuildingeffectiveAI-systems.Theprogramprovidesawell-roundedfoundationofknowledgethatcanbeputtoimmediateusetohelppeopleandorganizationsadvancecognitivetechnology. Location MIT islocatedintheintellectual,exciting,andvibrantcityofCambridge,Massachusetts,nestlednexttothestatecapitalofBostonandrightontheCharlesRiver.MITislocatedinKendallSquare,aninnovationhubwithmorestartupsthananyotherplaceintheworld(forexample,at CIC).TaketimetovisithistoricBostonwhilehere—catchaRedSoxgame,gowhalewatching,visitworld-classmuseums,takeaboatrideontheCharlesRiver,visitQuincyMarket,orexploreotherlocalareacolleges.TripAdvisor's BestofBostonTourism listmaybeagoodresource. WhoShouldAttend TheProfessionalCertificatePrograminMachineLearning&ArtificialIntelligenceisdesignedfor: Professionalswithatleastthreeyearsofprofessionalexperiencewhoholdabachelor'sdegree(ataminimum)inatechnicalareasuchascomputerscience,statistics,physics,orelectricalengineering Anyonewhoseworkinterfaceswithdataanalysiswhowantstolearnkeyconcepts,formulations,algorithms,andpracticalexamplesofwhatispossibleinmachinelearningandartificialintelligence Managerswhoneedthevisionandunderstandingofthemanyopportunities,costs,andlikelyperformancehurdlesinpredictivemodeling,especiallyastheypertaintolargeamountsoftextual(orsimilar)data Professionalslookingforadeeperunderstandingandhands-onexperiencewithMITfacultyandindustryexperts Testimonials "AswedovedeeperintothelatestmachinelearningandAItechnologies,thefacultykeptusgroundedwithreal-lifeexamples.Whilethestrategieswereverycomplex,wealwayslearnedhowtoapplythemintherealworld." RenzoZagni,FounderandCEO,Intelenz KeyBenefits TheProfessionalCertificatePrograminMachineLearning&ArtificialIntelligenceenablesyouto: Learnin-personfromrenownedMITfacultyandleadingindustrypractitioners LearnessentialconceptsandskillsneededtodevelopeffectiveAIsystems UnderstandthechallengesposedbyAIintheworkplace Applycutting-edge,industry-relevantknowledgeinmachinelearningandAI Networkwithanaccomplishedgroupofpeersfromaroundtheglobe AsanMITProfessionalEducationProfessionalCertificateProgramalumnusyouwill: BeeligibletoearnContinuingEducationUnits(CEUs) Receivea15%discountonfutureMITProfessionalEducationShortProgramsandDigitalPlusProgramscourses GainmembershipintheexclusiveMITProfessionalEducationLinkedIngroup Receiveacomplimentaryone-yearsubscriptiontothe MITTechnologyReview uponcompletionoftheprogram Obtainupdatesonfacultyresearch,newprograms,andMITinitiativesviaournewsletter CertificateRequirements TheProfessionalCertificateinMachineLearningandArtificialIntelligenceconsistsofatotalofatleast16daysofqualifyingcourses.AtleastoneoftheMachineLearningforBigDataandTextProcessingcoursesisrequired.ThosewithpriormachinelearningexperiencemaystartwiththeAdvancedcourse,andthosewithouttherelevantexperiencemuststartwiththeFoundationscourseandalsotaketheAdvancedcourse.Participantsmustattendthefulldurationofeachcourse.Youmayselectanynumberofcoursestotakethisyearbutallcourseswithintheprogrammustbecompletedwithin36monthsofyourfirstqualifyingcourse.  Successfulcompletionof16ormoredaysofqualifyingcourses,includingtherequiredMachineLearningforBigDataandTextProcessingcourse(s) CoursesprimarilytakeplaceinJune,July,andAugustonMIT'scampus Additionalcoursesmaybeofferedinotherlocations;pleaseseeindividualcoursepagesfordetails Coursesmustbetakenwithin36months Non-refundableapplicationfee:$325 Courses CoreCourses Werecommendtakingthetworequiredcoursesfirst.However,ifthereareelectivecoursesthatyouhavethebackgroundandeducationtobeginwithyouarewelcometodoso.Pleasenotethatwhetheryoubeginwithcoreorelectivecoursesyouarerequiredtocompleteallrequirementswithin36months. MachineLearningforBigDataandTextProcessing:Foundations⁠—$2,500 (2days) Ensuresthosewhoarejustgettingstartedinthefieldknowthecoremathematicalconceptsandtheoriesrelevanttomachinelearning.You'llwalkawaywithasolidunderstandingofprobability,statistics,classification,regression,optimization.  MachineLearningforBigDataandTextProcessing: Advanced⁠—$3,500 (3days) Seehowthelatesttools,techniquesandalgorithmsdrivingmodernandpredictiveanalysiscanbeappliedindifferentfields:whatkindsofproblemstheycan/cannotsolveandwhatissuesarelikelytoariseinpracticalapplications. Note: MITProfessionalEducation'sShortProgramsiscommittedtoprovidingadiverseandupdatedportfolioofShortProgramscoursesandreservestherighttochangethesecourseselectionsinfutureyears. Electives Advanced ReinforcementLearning—$2,500 (2days) Deepoverviewsintokeytopicsinactiveresearch,includingofflinereinforcementlearning,thetheoryofRL,multi-agentRL,MonteCarloTreeSearch,hierarchicalRL,andmodel-basedRLexploration.  AIforComputationalDesignandManufacturing—$4,700 (5days) Learnmoreaboutthenewfieldofcomputationaldesign,includingadvancedmanufacturinghardwareconsiderations,methodsforcreatingdigitalmaterials,andgenerativedesignworkflows. AIStrategiesandRoadmap:SystemsEngineeringApproachtoAIDevelopmentandDeployment—$3,950(5days) AcquiretheskillsandstrategiesyouneedtodeployanAIsystemsengineeringapproachthatmaximizesthevalueofyourdigitalproductsandservices. AppliedDataScienceProgram- $3,400(5dayequivalent) Inthislivevirtualprogramthatlastsfor12weeks,youwillbeabletoupgradeyourdataanalyticsskillsbylearningthetheoryandpracticalapplicationofsupervisedandunsupervisedlearning,time-seriesanalysis,neuralnetworks,recommendationengines,regression,andcomputervision, BioprocessDataAnalyticsandMachineLearning—$3,500(3days) Discovertransformativewaystoapplydataanalyticsandavoidthemostcommonpitfallsthatarisewhenanalyzingbioprocessdata. DeepLearningforAIandComputerVision—$4,700 (5 days) Developpracticalskillsnecessarytobuildhighlyaccurate,advancedcomputervisionapplications. ParticipantsshouldhaveexperienceinprogrammingwithPython,aswellasexperiencewithlinearalgebra,calculus,statistics,andprobability. DesigningEfficientDeepLearningSystems—$2,500 (2days) Discoverhowtoovercomepower,memory,andprocessingchallengestodeploycomplexdeeplearningneuralnetworksonIoT-enableddevicessuchascellphones,wearables,anddrones.  EthicsofAI:SafeguardingHumanity—$3,200 (3days) Examine today’smostpressingethicalissuesrelatedtoAIandexplore waysthatorganizationscanleveragetechnologytobenefitmankind. FoundationsofDataandModels:RegressionAnalysis— $4,500 (5days) Learnthefundamentalsoffittingdatatomodelsusinglinearalgebra,variouscomputationalmethods,andothermathematicalconcepts. GraphAlgorithmsandMachineLearning—$2,500(2days) Thisacceleratedcourseprovidesacomprehensiveoverviewofcriticaltopicsingraphanalytics,includingapplicationsofgraphs,thestructureofreal-worldgraphs,fastgraphalgorithms,syntheticgraphgeneration,performanceoptimizations,programmingframeworks,andlearningongraphs.  MachineLearningforHealthcare—$3,200 (3days) Exploremachinelearningmethodsforclinicalandhealthcareapplicationsandhowemergingtrendswillshapehealthcarepolicyandpersonalizedmedicine. ParticipantsofthiscourseshouldbecomfortableprogramminginPython,performingbasicdataanalysis,andusingthemachinelearningtoolkit Scikit-learn. ModelingandOptimizationforMachineLearning—$4,700 (5days) Reducemachinelearningproblemstotheirstandardmathematicalformandunderstandhowtoidentifythebestalgorithmsandsoftwaretoolstosolvethem. Participantsarerequiredtohaveabackgroundinlinearalgebraandmultivariablecalculus,aswellasatleastbasicprogramminginPython. NoCodeAnalyticsandAI—$2,500(4half-days-countsas2daystowardscertificateprogramcompletion) Inthiscourse,youwillacquiretheno-codeanalyticsandAItoolsyouneedtobecomea“citizendatascientist”—aprofessionalwhoisequippedtoperformanalyticaltaskswhileworkinginanareaofexpertiseoutsidestatisticsandanalytics ReinforcementLearning—$3,200(3days) Joinprofessionalsfromaroundtheworldtoupgradeyourmachinelearning(ML)toolkitinthisthree-dayRLbootcamp.  Note: MITProfessionalEducation'sShortProgramsiscommittedtoprovidingadiverseandupdatedportfolioofShortProgramscoursesandreservestherighttochangethesecourseselectionsinfutureyears. HowtoApply Theprofessionalcertificateprogramapplicationfeeis$325(non-refundable).Toapply,submitanapplicationfortheprogrambyselectingtheApplyTodaybutton,alongwithanon-refundable$325applicationfee.Afteryouhavebeenacceptedintotheprogram,youshouldthenapplyfortheindividualcoursesthatyouintendtotakethisyear. Eachofthe coursesyouselectwillbepaidattheper-courserate.Visitourcoursecatalogforindividualcourseinformation. Links&Resources Reinventingtheneuralnetchipforlocalanalytics,ILPInstituteInsider,August14,2018 Interview:VivienneSze,associateprofessorofelectricalengineeringandcomputerscienceatMIT,insideBIGDATA.com,December13,2017 Buildingthehardwareforthenextgenerationofartificialintelligence:ClasstaughtbyVivenneSzeandJoelEmerbringstogethertraditionallyseparatedisciplinesforadvancesindeeplearning. MITNews,November30,2017 Howneuralnetworksthink:General-purposetechniqueshedslightoninnerworkingsofneuralnetstrainedtoprocesslanguage.MITNews,September8,2017 Bringingneuralnetworkstocellphones.MITNews,July18,2017 Puttingdatainthehandsofdoctors:ComputerscientistReginaBarzilayempowerscancertreatmentwithmachinelearning.MITNews,February16,2017 Energy-friendlychipcanperformpowerfulartificial-intelligencetasks.MITNews,February3,2016 Brochure GetthelatestupdatesfromMITProfessionalEducation. SignUp