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Machine Learning for Everyone

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 Ma, Aaron

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Machine Learning for Everyone
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130
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CC Attribution - NonCommercial - ShareAlike 3.0 Unported:
You are free to use, adapt and copy, distribute and transmit the work or content in adapted or unchanged form for any legal and non-commercial purpose as long as the work is attributed to the author in the manner specified by the author or licensor and the work or content is shared also in adapted form only under the conditions of this
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Machine learning (ML) is becoming an essential technology for our day to day life. Stop taking ML as a threat and learn it today as not learning it is a HUGE LOSS! Get started today with ML in Aaron's remarkable 45-mins talk. We will begin by talking about the paradigm of ML, then taking a deep dive into Neural Networks and building a Neural Network from scratch with Keras and TensorFlow (the hottest machine learning framework). You'll master the magic of neural networks that are powering incredible advances both in AI, self-driving cars, and much more! Finally, we will finish off by talking about Reinforcement learning and how it is empowering YouTube suggestions along with tips-and-tricks from a specialist plus a grand finale mind-blowing demo. Ready to master the paradigm of ML? Let's get started.
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Machine learningData typeScripting languageCross-site scriptingPoint cloudGoogolJava appletComputerTwitterRoboticsAlgorithmVirtual machineCore dumpComputer hardwareSoftwareNP-hardVirtual machineCellular automatonTwitterSoftwareComputer hardwareComputer scienceSoftware developerComputer programEmailAlgorithmDecision tree learningRoboticsXMLUMLMeeting/InterviewComputer animation
00:44
Core dumpCore dumpVirtual machineMachine learningComputer animationXML
01:15
Complex (psychology)StatisticsEndliche ModelltheorieAlgorithmComputerGroup actionParameter (computer programming)WeightHypercubeMetreMachine learningData modelIterationFile formatContent (media)AlgorithmBlack boxEndliche ModelltheorieVirtual machineTwitteroutputWeightMachine learningMusical ensembleCartesian coordinate systemCirclePreprocessorPlastikkartePersonal digital assistantStatisticsComplex (psychology)Parameter (computer programming)Observational studyPoint (geometry)Stability theoryHypercubeReal numberSound effectGraph (mathematics)Covering spaceSet (mathematics)Right angleComputer animation
04:17
PredictionAerodynamicsType theoryObservational studyMachine learningPhysical systemSet (mathematics)AlgorithmGroup actionTask (computing)Function (mathematics)outputIterationLinear regressionUnsupervised learningStrukturierte DatenSimilarity (geometry)Reinforcement learningLocal GroupVirtual machineFlow separationSupervised learningFocus (optics)Dynamical systemMachine learningUnsupervised learningGroup actionWebsiteSimilarity (geometry)Virtual machineLinear regressionoutputField (computer science)Cross-correlationEmailReinforcement learningMultiplication signVariety (linguistics)Physical systemRule of inferenceObservational studyNumberComputational intelligenceSubsetProduct (business)View (database)Web browserMathematicsForm (programming)Solid geometryAnalytic continuationGraph (mathematics)Endliche ModelltheorieFreewareWave packetTask (computing)Set (mathematics)Inheritance (object-oriented programming)Mobile appAlgorithmSampling (statistics)Image resolutionComputer-assisted translationComputer animation
07:39
Router (computing)AlgorithmUnsupervised learningEmailMedical imagingResultantCubeVirtual machineEndliche ModelltheorieTriangleMachine learningAlgorithmSlide ruleGroup actionCASE <Informatik>Unsupervised learningBitCircleComputer animation
08:41
Reinforcement learningIntegrated development environmentReinforcement learningVirtual machineComputational intelligenceFunction (mathematics)Maize
09:20
QuicksortComputerSoftwareArtificial neural networkMaß <Mathematik>Variable (mathematics)WeightData modelExecution unitCellular automatonRepresentation (politics)Function (mathematics)outputPredictionPixelSigmoid functionReduction of orderProcess (computing)Form (programming)Machine learningGoogolRepository (publishing)Hacker (term)Source codePlot (narrative)Transformation (genetics)File formatAlgorithmRead-only memorySoftware testingLinear regressionDecision theoryLogistic distributionLinear mapBuildingCompilerNonlinear systemParameter (computer programming)Mathematical optimizationVirtual machineAlgorithmArtificial neural networkFunction (mathematics)Endliche ModelltheorieLevel (video gaming)Line (geometry)PropagatoroutputNumberMedical imagingSource codeBitTriangleIterationMessage passingPredictabilityError messageWeightPixelSigmoid functionComputational intelligenceFunctional (mathematics)Execution unitDecision theoryBlock (periodic table)Shape (magazine)BuildingLogistic distributionMereologyMachine learningNichtlineares GleichungssystemBinary multiplierLinearizationException handlingType theoryAnalytic continuationAlgebraWave packetForm (programming)SoftwareArithmetic meanKey (cryptography)Square numberCASE <Informatik>Network topologySoftware repositoryGoogolSocial classVariable (mathematics)Linear regressionCombinational logicHacker (term)Set (mathematics)Process (computing)CuboidDiagram
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Mathematical optimizationMetric systemWeightPopulation densityArtificial neural networkArtificial neural networkWeightRayleigh-ZahlError messageFunctional (mathematics)Insertion lossEndliche ModelltheorieMetric systemMathematical optimizationComputer animation
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Data modelWave packetPredictionError messageParameter (computer programming)WeightArtificial neural networkEntire functionState of matterBackpropagation-AlgorithmusPredictabilityEndliche ModelltheorieWeightPropagatorNumberFitness functionLatent heatOrder (biology)Software testingSet (mathematics)Sampling (statistics)Wave packetStapeldateiInsertion lossGoodness of fitComputer animation
16:35
Data modelPredictionSoftwareMachine learningoutputAlgorithmFunction (mathematics)LogicRepresentation (politics)Focus (optics)Machine codeIterationFormal languageDifferent (Kate Ryan album)Computer virusEndliche ModelltheoriePredictabilitySet (mathematics)Wave packetSoftware testingMachine learningProcess (computing)Virtual machineLaserFormal languageDifferent (Kate Ryan album)MereologyFunction (mathematics)AlgorithmoutputInheritance (object-oriented programming)Phase transitionFlow separationGame theoryFigurate numberIterationSoftware developer2 (number)Multiplication signVideo cardFunctional (mathematics)Independence (probability theory)Machine codeSoftwareVideoconferencingInfinityComputer animation
18:36
Formal languageCivil engineeringComputer programmingRule of inferenceFormal languageSineSoftwareEndliche ModelltheorieMultiplication signSoftware developerXMLComputer animation
19:09
DatenpfadFormal languageSoftwareMultiplication signMachine learningEndliche ModelltheorieRule of inferenceWave packetFormal languageComputer animationXMLUML
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Bit error rateMechanism designGoogolFinitary relationFormal languageState of matterData modelProcess modelingoutputFunction (mathematics)Formal languageTransformation (genetics)Phase transitionNatural languageVirtual machineProcess modelingWordArtificial neural networkMechanism designCodierung <Programmierung>Representation (politics)GoogolState of matterMachine learningBit error rateComputer animation
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Task (computing)RobotArtificial neural networkComputer chessTask (computing)Power (physics)Moore's lawCartesian coordinate systemMachine learningPropagatorArtificial neural networkComputer chessCuboidVirtual machineProcess (computing)Beat (acoustics)Software testingDiagramComputer animation
21:38
GoogolOpen setLibrary (computing)outputGraph (mathematics)Function (mathematics)Computer programDefault (computer science)Machine codeArchitectureDataflowJava appletWeb browserProcess (computing)Wave packetVector potentialGraphics processing unitFormal languageStrategy gameBefehlsprozessorDataflowWeb browserGraph (mathematics)Machine codeFunctional (mathematics)Virtual machineDistribution (mathematics)Endliche ModelltheorieProduct (business)EstimatoroutputDefault (computer science)Library (computing)Online helpOpen sourceTensorComputer architectureTranslation (relic)Keyboard shortcutComputer animation
23:32
Revision controlInformation managementPairwise comparisonVirtual machineRevision controlLibrary (computing)Cartesian coordinate systemOpen sourceStatisticsCategory of beingFacebookComputing platformTerm (mathematics)TensorMoving averageComputer animation
24:44
Library (computing)Numerical analysisOpen sourceArray data structureMultiplicationProcess (computing)Mathematical analysisStructural loadData modelSinguläres IntegralWeb browserSet (mathematics)FreewareGoogolComputational intelligenceOpen sourceStructural loadPoint cloudWritingFormal languageLibrary (computing)Keyboard shortcutInternetworkingLaptopMathematical analysisArray data structureLevel (video gaming)Line (geometry)Virtual machineNumerical analysisNumeral (linguistics)Machine learningComputer animation
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Array data structureMultiplicationPlot (narrative)Library (computing)Visualization (computer graphics)Computing platformGraph (mathematics)Reading (process)Computer fileView (database)Visualization (computer graphics)Graph (mathematics)Computer animation
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Division (mathematics)DemosceneStructural loadComputer-generated imageryArtificial neural networkMechatronicsScale (map)AlgorithmParameter (computer programming)Data modelMorley's categoricity theoremSparse matrixSimilarity (geometry)Wave packetInsertion lossAxinoState transition systemMetric systemNonlinear systemMagneto-optical driveCurve fittingError messageModule (mathematics)Menu (computing)Software testingPredictionSequencePiProduct (business)Multiplication signMedical imagingProjective planeType theoryEndliche ModelltheorieSet (mathematics)Software testingSparse matrixDifferent (Kate Ryan album)Wave packetSimilarity (geometry)NumberParameter (computer programming)DemosceneCategory of beingBitMathematical optimizationVirtual machinePredictabilityArtificial neural networkSocial classStructural loadDemo (music)Array data structurePixelRevision controlVector potentialBit ratePlotteroutputArithmetic meanRayleigh-ZahlBootingHidden Markov modelFunction (mathematics)Metric systemFunctional (mathematics)Subject indexingChannel capacityHeegaard splittingRight angleState observerMachine learningComputer animation
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Data modelMachine codeVirtual machineMobile appSoftware testingSocial classLocal GroupCategory of beingCompilerWave packetDrum memoryMoving averageVirtual machineMachine codeEndliche ModelltheorieMachine learningWave packetProjective planeMedical imagingSet (mathematics)Computer animation
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StapeldateiVirtual machineMobile appStructural loadWave packetMedical imagingEndliche ModelltheorieProjective planeSoftware testingGoodness of fitDemo (music)Computer animation
32:36
Computer-generated imageryContent (media)Medical imagingoutputHeat transferReal numberPoint (geometry)HoaxValue-added networkComputer animation
33:21
Machine learningBuildingAlgorithmVirtual machineBlogWebsiteCrash (computing)Virtual machineAlgorithmGoogolOnline helpArtificial neural networkYouTubeGoodness of fitEndliche ModelltheorieWebsiteCrash (computing)Machine learningComputer animation
34:47
Slide ruleRoundness (object)Machine learningTwitterWebsiteEmailSlide ruleVirtual machineComputer animationEngineering drawing
35:16
Closed setConcordance (publishing)Virtual machineServer (computing)Multiplication signCopyright infringementMachine learningCausalityGoodness of fitCore dumpMeeting/Interview
Transcript: English(auto-generated)