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gptkbp:instanceOf
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gptkb:convolutional_neural_network
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gptkbp:application
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gptkb:Natural_Language_Processing
gptkb:Speech_Recognition
Autonomous Vehicles
Image Recognition
Recommendation Systems
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gptkbp:developedBy
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1980s
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gptkbp:field
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gptkb:Machine_Learning
gptkb:artificial_intelligence
Deep Learning
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gptkbp:hasComponent
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Multiple Hidden Layers
Input Layer
Output Layer
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gptkbp:hasProperty
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Hierarchical Feature Learning
Nonlinear Mapping
End-to-End Learning
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|
https://www.w3.org/2000/01/rdf-schema#label
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Deep Neural Network
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gptkbp:improves
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gptkb:Dropout
Batch Normalization
Data Augmentation
Residual Connections
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gptkbp:platform
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gptkb:TensorFlow
gptkb:Keras
gptkb:MXNet
gptkb:Caffe
gptkb:PyTorch
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gptkbp:popularizedBy
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gptkb:Geoffrey_Hinton
gptkb:Yann_LeCun
gptkb:Yoshua_Bengio
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gptkbp:relatedTo
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gptkb:convolutional_neural_network
gptkb:Recurrent_Neural_Network
Feedforward Neural Network
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gptkbp:requires
|
High Computational Power
Large Datasets
|
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gptkbp:suffersFrom
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Exploding Gradient Problem
Overfitting
Vanishing Gradient Problem
|
|
gptkbp:trainer
|
gptkb:Unsupervised_Learning
gptkb:Reinforcement_Learning
Supervised Learning
|
|
gptkbp:uses
|
Weights
Gradient Descent
Activation Function
Backpropagation
Biases
Optimization Algorithm
Loss Function
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gptkbp:bfsParent
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gptkb:Large_Language_Models
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gptkbp:bfsLayer
|
5
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