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Despicable machines: how computers can be assholes

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Despicable machines: how computers can be assholes
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Despicable machines: how computers can be assholes [EuroPython 2017 - Talk - 2017-07-13 - Arengo] [Rimini, Italy] When working on a new ML solution to solve a given problem, do you think that you are simply using objective reality to infer a set of unbiased rules that will allow you to predict the future? Do you think that worrying about the morality of your work is something other people should do? If so, this talk is for you. In this brief time, I will try to convince you that you hold great power over how the future world will look like and that you should incorporate thinking about morality into the set of ML tools you use every day. We will take a short journey through several problems, which surfaced over the last few years, as ML and AI generally, became more widely used. We will look at bias present in training data, at some real-world consequences of not considering it (including one or two hair-raising stories) and cutting-edge research on how to counteract this. The outline of the talk is: - Intro the problem: ML algos can be biased! - Two concrete examples. - What's been done so far (i.e. techniques from recently-published papers). - What to do next: unanswered questions
Virtual machineConvolutionBitComputer-assisted translationMedical imaging1 (number)View (database)NeuroinformatikAlgorithmLogic gateMathematical analysisPoint (geometry)Right angleBlogArtificial neural networkInheritance (object-oriented programming)Category of beingConnected spaceElectronic program guideQuicksortFlow separationDifferent (Kate Ryan album)Physical systemCASE <Informatik>Similarity (geometry)Universe (mathematics)Multiplication signVideo gameMetreCycle (graph theory)Traffic reportingAreaMassSoftware testingMachine visionBit rateService-oriented architectureComputer fontPerspective (visual)Presentation of a groupSummierbarkeitProcess (computing)Electronic mailing listRobotTheorySoftwareEvent horizonSpherical capParameter (computer programming)2 (number)Computer animation
WordVector spaceMetropolitan area networkComputer programWave packetSet (mathematics)Three-dimensional spaceNatural languageRepresentation (politics)Einbettung <Mathematik>Process (computing)CodeEndliche ModelltheoriePhysical systemMathematicsSpacetimeSimilarity (geometry)CASE <Informatik>Constraint (mathematics)PreprocessorQuicksortDistanceMetric systemMorphingResultantPoint (geometry)Arithmetic meanDimensional analysisNatural numberSign (mathematics)GenderSound effectEuler anglesWeightRight angleDiagram
Error messageWell-formed formulaTerm (mathematics)Physical systemHypermediaLikelihood functionGoodness of fitProcess (computing)TwitterPoint (geometry)Multiplication signBlack boxContext awarenessFitness functionLogicRepresentation (politics)Sound effectInterpreter (computing)Endliche ModelltheorieError messageDifferent (Kate Ryan album)Arrow of timeBuildingSet (mathematics)AreaWave packetGenderMathematical analysisPerspective (visual)Sampling (statistics)Task (computing)Parameter (computer programming)ResultantSpherical capComputer-assisted translationEvent horizonQuicksortPersonal identification numberMedical imagingNoise (electronics)Computer animationMeeting/Interview
Greatest elementRow (database)WeightSet (mathematics)Medical imagingQuicksortBitWaveFile archiverPredictabilityLatin squareHypermediaParameter (computer programming)Computer animation
NeuroinformatikQuicksortVirtual machinePhysical systemBitDecision theoryProcess (computing)CatastrophismPoint (geometry)Multiplication signState of matterMereologySelf-organizationRight angleRootComputer animation
Multiplication signComputer animation
Endliche ModelltheorieEstimatorDecision theoryDataflowPoint (geometry)TheoryMereologyAreaContext awarenessDirection (geometry)Position operatorMeeting/Interview
Pattern languageState of matterPhysical systemEndliche ModelltheorieSampling (statistics)Bit rateLatent heatPrisoner's dilemmaRight angleContext awarenessLecture/ConferenceMeeting/Interview
CASE <Informatik>Multiplication signPower (physics)Context awarenessState of matterPhysical systemBitCompass (drafting)Lecture/Conference
Reflection (mathematics)Perspective (visual)Context awarenessDifferent (Kate Ryan album)BitEndliche ModelltheorieSet (mathematics)SimulationPoint (geometry)AreaMereologyCross-correlationState of matterRule of inferenceCausalityPerfect groupContent (media)Negative numberData compressionMultiplication signCASE <Informatik>StatisticsWord1 (number)Computer animation
Multiplication signLecture/Conference
Multiplication signEndliche ModelltheorieObject (grammar)Computer programmingLocal ringLecture/Conference
Mathematical analysisVirtual machineComputer-generated imageryObservational studyGame controllerNumberTwitterLikelihood functionDeterminantWhiteboardOffice suiteVirtual machineSet (mathematics)Standard deviationWebsiteSpectrum (functional analysis)Process (computing)Software bugSoftwareEndliche ModelltheorieQuicksortSoftware testingData modelSoftware industryBitMereologyDependent and independent variablesCartesian coordinate systemData storage devicePoint (geometry)Product (business)Student's t-testLecture/Conference
Information securityRight angleNeuroinformatikWritingExpert systemMultiplication signDigital photographyTheoryQuicksortLecture/Conference
Observational studyCASE <Informatik>ForestTwitterLecture/Conference
Transcript: English(auto-generated)