1 / 5

Mohammed Alothman Reflects on Lessons from Failed AI Projects

As a professional and the CEO of AI Tech Solutions, I, Mohammed Alothman, have seen the disruptive potential of artificial intelligence firsthand, having been actively involved in designing and building it.<br>

Henry295
Download Presentation

Mohammed Alothman Reflects on Lessons from Failed AI Projects

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. MohammedAlothmanReflectson LessonsfromFailedAIProjects AsaprofessionalandtheCEOofAITechSolutions,I,MohammedAlothman,haveseenthedisruptivepotentialofartificialintelligence firsthand,havingbeenactivelyinvolvedindesigningandbuilding it. However,theroadtoinnovationisnotallhoney.Allovertheworld, therehavebeenmanyfailuresofAIprojectsinwhichthepotdidnot deliveritspromiseddelivery,yieldingimportantlessonsfor researchers,developers,andorganizations. ThispaperwilldiscussafewofthemostnotablefailuresofAI projects,focusingonreasoningfortheirfailureandpotentialrisks involved.Therefore,itmayalsoguidefutureworkwithmorecare and betterdirection inAIdevelopment. Complexity:ATwo-SidedEdge AIprojectsalwaystendtobecomplex,requiringinterdisciplinaryexpertise,infrastructure,and objectives.Althoughtheconceptiswonderful,suchprojectsmay spectacularlyfallapartifjust onepartoftheirexecutiongoes wrong. We,atAITechSolutions,haveseenhowtheplanningandrisk managementhavemadethe challengesofanAIprojecteasiertosolve.However,italsohasimportanceinlearningwhythe projectsfail. SomeSignificantFailedAIProjects 1.Microsoft'sTay MicrosoftcameupwithTayin2016asanagentchatbottohaveafriendlychatonTwitter.After almost24hours,Taywasalreadyproducinghatefulandoffensivematerialbecauseofthe weaknessesinitslearningalgorithm. Itindicatesthe necessitytoprotectAIsystemsfrombeingusedinmanipulativemanners.The promiseof fulltestingatAITechSolutionssothatsuchaflawwouldnotoccuristhat itshould notcompromisethereliabilityofAIsystems.

  2. IBMWatsonforOncology IBM'sWatsonforOncologywastobethenewrevolutionincancertreatment,withadvice tailoredaccordingtotheneedsofthepatient.Unfortunately,itcameundercriticismintheform ofinaccuraciesandinconsistenciesin advice. ThisoneshowswhyethicsguidelinesareamustforAI-basedprojectsinthatthedataused mustbereliableandtestedbeforeitis availableforuse.AITechSolutionsplacesemphasison qualitydatavalidationtoensurethecorrectnessofthe systems. Google'sSelf-DrivingCar Failures EventhoughGoogle'sself-drivingcarhasachievedmuchtodateintermsofmagnificent success,italsocomeswithfailure,suchasaccidentsandethicalissueswhendeciding. TheseproblemsillustratetheextentofwhatanAIwoulddoaboutcomplexreal-worldproblems andethicalissues.AtAITechSolutions,webelieveinandpromotetheinclusion ofhuman oversighttoenhancethefunctionalitiesofAIforapplicationsthatbearahighrisk. FailureinAIProjectsThreats 1.ErosionofPublicTrust ThefailureofAIprojectswilldosignificantdamagetopublicconfidenceinthetechnology. MajorfailuressuchasTayandWatsonforOncologydonotinstilltrustbut rathercreate skepticismabouttheaccuracyandethicalityofAI.

  3. Trustneedstobebasedonopennessandresponsibility, whichare thebasicvaluesofour companyatAITechSolutions.AndIalways say thattrustisthekeytowidespreaduseofAI technologies. • FinancialLosses • Companieswillsufferhugelosses,resourcewastage,andmissedopportunitiesbecause of failuresinAIprojects. • EthicalandLegalConsequences • ThefaceoffailureofAIisprovidedinethicalmattersaswellasliabilityissues.Bias-intrinsically seededalgorithmsmaybeabletocreatediscriminationandinfailure,theautonomoussystem couldonlyresultininjuryamonghumans. • Tobalanceoutthisthreat thatAItechcouldpose,theoneendsaligneachoneof theprojects towards ethicsandregulationfromtheirside. • TheTakeAwayfromFailureinAIProjects • QualityofDataonPriority:ManyAIprojectslosetheirvalueduetotheverypoorquality ofdata,leadingtowrongpredictionsandbiasedresults.Clean,accurate,and representativedataaretheessenceofsuccessforAIsystems. • Human-CentricDesign:AIshouldsupplementthehumanabilityratherthansupplantit. Organizationsmaygetoverethicalissuesandcomplicateddecisionsbyworkingina closedloopwithhumans. • TestThoroughly:Aseriesofcomprehensivetestingandvalidationof AIsystemsis crucialtoidentifyanyprobableissuesbeforetheirdeployment.Thisreducesthe possibilityoffailuresandensuresthatthesystemworksefficientlyinthefield. • ScalabilityPlanning:ThefactthatmostAIprojectsfailtoscaleeffectivelyleavesmuch fororganizationstodesignevolvingsystemsthatcouldrespondaccordingtogrowing demandsanddifferentneedsovertime.

  4. HowAITechSolutionsContributetoOvercomingAIProject Pitfalls WearealwayslearningfrompastmistakeswithAITechSolutionstobeabletoassist organizationsthataresucceedingwiththeirprojectsinAI.Ourapproachisoneofcarefuland iterativeplanningonethicalconcernsandthenintensetesting. Withourexperience,clientsarefacilitatedsuchthattheyavoidtheintricaciesofthe developmentandintroductionofAIwithadegreeofconfidence.Toputitinmyownwords sometimes,successinAIisnotonlydue to innovationbutalsoduetoresponsibilityand resilience. Goingforward:AmoreresponsibleapproachtoAI TheseearlierAIfailureshaveprovidedthebest learningforfutureprojects.Addressingtheroot causesandtakingproactivemeasurestounlockthe capabilityofAIwithminimalriskscanbe achieved. WorkinghereatAITechSolutions,wewanttomakethedevelopmentofAIsomethingnew, responsible,aswellasproductive.Wecan learnfromourpastto createthatfuture whereAIwill makelifemorebeautifulforpeopleanddriveprogresswithoutplayingethicsortrustworthinesstothe stake.

  5. AboutAuthor,MohammedAlothman MohammedAlothmanistheChiefExecutiveOfficerofAITechSolutions.Thecompany providesitsthinktankonAI.Withmanyyearsofexperienceindevelopingandimplementing AI systems,theexperienceofMohammedAlothmanliesintakingorganizationsthroughthe challengeofAIprojects. DedicatedtoethicalgrowthandinnovationinAI,MohammedAlothmanearnedthetrustofthe communityasathoughtleaderthroughresearchbyaimingtodesignmachinelearningsolutions thatare trustworthy,productive,and relevanttothe needsof businessandsociety.

More Related