Deep Learning in Oil and Gas - Amazon S3 · 2018-04-20 · Deep Learning in Oil and Gas Yang Cong...
Transcript of Deep Learning in Oil and Gas - Amazon S3 · 2018-04-20 · Deep Learning in Oil and Gas Yang Cong...
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DeepLearninginOilandGas
YangCong4/19/2018
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DataScience
h>p://bisintek.com/science/2017/12/27/knowing-basic-arGficial-intelligence/
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MachineLearningSupervised - regresssion Supervised - classification
Unsupervised Reinforcement
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What’sthefutureprice?Classification Regresssion
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Whatisthefutureprice?Regresssion
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Willtheequipmentfailin2month?Classification Regresssion
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Willtheequipmentfailin2month?Classification
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MachineLearning
Inputs Outputs
CATEGORIES
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HumanBrainNeurons
Memory
Sense
Coordinate
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NeuronsintheBrain
Inputs
Inputs
Inputs
Inputs
Output
activation
combining inputs
together
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NeuronsinDeepLearning
Inputs Output
activation
combining inputs
together
weights
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DeepNeuralNetwork
Inputs Output
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DeepNeuralNetwork
Inputs Output
Hidden Layer1
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DeepNeuralNetwork
Inputs Output
Hidden Layer1
Hidden Layer2
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ConvoluGonalNeuralNetwork
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RecurrentNeuralNetwork
Inputs Output
Hidden Layer1
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HumanBrainDNN
RNN
CNN
Mixed
regressionclassificaGon
regression(Gmeseries)translaGon(text)
classificaGonpa>ernrecogniGonsegmentaGon
imagedescripGon
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UpstreamexploraGonfielddevelopmentproducGonoperaGon
MidstreamtransportaGonprocessingstorageanddistribuGon
Downstreammanufacturingrefining&petro-chemicalstorageanddistribuGon
OilandGas
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Willtheequipmentfailin2month?
DNNclassificaGon
pa>ernrecogniGon
CNN
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Whatisthefutureprice?
DNNregression
RNNregression
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FaultDetec@on
CNN
pa>ernrecogniGonsegmentaGon
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collaboration
Data Science
Business Operation
DeepLearninginOil&Gas
business workflow
data
platform tools
analytics