Machine learning in physics

In this context, for example, it can be used as a tool to interpolate pre-calculated interatomic potentials,[10] or directly solving the Schrödinger equation with a variational method.[11] The ability to experimentally control and prepare increasingly complex quantum systems brings with it a growing need to turn large and noisy data sets into meaningful information.[35] A deep learning system was reported to learn intuitive physics from visual data (of virtual 3D environments) based on an unpublished approach inspired by studies of visual cognition in infants.[41] Beyond discovery and prediction, "blank slate"-type of learning of fundamental aspects of the physical world may have further applications such as improving adaptive and broad artificial general intelligence.[additional citation(s) needed] In specific, prior machine learning models were "highly specialised and lack a general understanding of the world".
Illustration of how an AI learns the basic fundamental physical concept of 'unchangeableness' [ 39 ]
quantum machine learningQuantum mechanicsSchrödinger equationIntroductionGlossaryHistoryClassical mechanicsOld quantum theoryBra–ket notationHamiltonianInterferenceComplementarityDecoherenceEntanglementEnergy levelMeasurementNonlocalityQuantum numberSuperpositionSymmetryTunnellingUncertaintyWave functionCollapseBell's inequalityCHSH inequalityDavisson–GermerDouble-slitElitzur–VaidmanFranck–HertzLeggett inequalityLeggett–Garg inequalityMach–ZehnderPopperQuantum eraserDelayed-choiceSchrödinger's catStern–GerlachWheeler's delayed-choiceOverviewHeisenbergInteractionMatrixPhase-spaceSchrödingerSum-over-histories (path integral)Klein–GordonRydbergInterpretationsBayesianConsistent historiesCopenhagende Broglie–BohmEnsembleHidden-variableSuperdeterminismMany-worldsObjective-collapseQuantum logicRelationalTransactionalVon Neumann–WignerRelativistic quantum mechanicsQuantum field theoryQuantum information scienceQuantum computingQuantum chaosEPR paradoxDensity matrixScattering theoryQuantum statistical mechanicsAharonovBlackettde BroglieComptonDavissonEhrenfestEinsteinEverettFeynmanGlauberGutzwillerHilbertJordanKramersLandauMoseleyMillikanPlanckSimmonsSommerfeldvon NeumannWignerZeemanZeilingermachine learningdeep learningquantum state tomographyphase transitionsquantum information theoryinteratomic potentialsvariational methodalgorithmic learningunitary transformationchemical compound spacequantum metrologyquantum tomographyMathematical optimizationpartial differential equationsNavier-Stokes equationsLaboratory roboticsunpublishedartificial general intelligenceQuantum annealingQuantum neural networkHHL AlgorithmBibcodeZeng, Beinpj Quantum InformationMüller, Klaus-RobertGeneralDifferentiable programmingInformation geometryStatistical manifoldAutomatic differentiationNeuromorphic computingPattern recognitionRicci calculusComputational learning theoryInductive biasMemristorSpiNNakerTensorFlowPyTorchscikit-learnTheanoFlux.jlMindSporeDiVincenzo's criteriaNISQ eratimelineQuantum informationQuantum programmingQuantum simulationphysical vs. logicalQuantum processorscloud-basedBell'sEastin–KnillGleason'sGottesman–KnillHolevo'sNo-broadcastingNo-cloningNo-communicationNo-deletingNo-hidingNo-teleportationQuantum speed limitThresholdSolovay–KitaevPurificationClassical capacityentanglement-assistedquantum capacityEntanglement distillationMonogamy of entanglementQuantum channelquantum networkQuantum teleportationquantum gate teleportationSuperdense codingQuantum cryptographyPost-quantum cryptographyQuantum coin flippingQuantum moneyQuantum key distributionSARG04other protocolsQuantum secret sharingQuantum algorithmsAmplitude amplificationBernstein–VaziraniBoson samplingDeutsch–JozsaGrover'sHidden subgroupQuantum countingQuantum Fourier transformQuantum optimizationQuantum phase estimationShor'sSimon'sQuantumcomplexity theoryPostBQPQuantum supremacyQuantum volumeRandomized benchmarkingRelaxation timescomputing modelsAdiabatic quantum computationContinuous-variable quantum informationOne-way quantum computercluster stateQuantum circuitquantum logic gateQuantum Turing machineTopological quantum computerQuantumerror correctionquantum convolutionalstabilizerBacon–ShorSteaneQuantum opticsCavity QEDCircuit QEDLinear optical QCKLM protocolUltracold atomsNeutral atom QCTrapped-ion QCKane QCSpin qubit QCNV centerNMR QCSuperconductingCharge qubitFlux qubitPhase qubitTransmonQuantumprogrammingOpenQASMQiskitIBM QXForest/Rigetti QCSlibquantummany others...