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