How do I find out the number of neurons?
10 vues (au cours des 30 derniers jours)
Afficher commentaires plus anciens
Dear all,
I have this code for training neural network
Dataset = imageDatastore('Dataset', 'IncludeSubfolders', true, 'LabelSource', 'foldernames');
[Training_Dataset, Validation_Dataset, Testing_Dataset] = splitEachLabel(Dataset, 0.7, 0.15, 0.15);
net = googlenet;
analyzeNetwork(net)
Input_Layer_Size = net.Layers(1).InputSize(1:2);
Resized_Training_Dataset = augmentedImageDatastore(Input_Layer_Size ,Training_Dataset);
Resized_Validation_Dataset = augmentedImageDatastore(Input_Layer_Size ,Validation_Dataset);
Resized_Testing_Dataset = augmentedImageDatastore(Input_Layer_Size, Testing_Dataset);
Feature_Learner = net.Layers(142).Name;
Output_Classifier = net.Layers(144).Name;
Number_of_Classes = numel(categories(Training_Dataset.Labels));
New_Feature_Learner = fullyConnectedLayer(Number_of_Classes, ...
'Name', 'PV Feature Learner', ...
'WeightLearnRateFactor', 10, ...
'BiasLearnRateFactor', 10);
New_Classifier_Layer = classificationLayer('Name', 'PV Classifier');
Network_Architecture = layerGraph(net);
New_Network = replaceLayer(Network_Architecture, Feature_Learner, New_Feature_Learner);
New_Network = replaceLayer(New_Network, Output_Classifier, New_Classifier_Layer);
analyzeNetwork(New_Network)
Minibatch_Size = 4;
Validation_Frequency = floor(numel(Resized_Training_Dataset.Files)/Minibatch_Size);
Training_Options = trainingOptions('sgdm', ...
'MiniBatchSize', Minibatch_Size, ...
'MaxEpochs', 15, ...
'InitialLearnRate', 3e-4, ...
'Shuffle', 'every-epoch', ...
'ValidationData', Resized_Validation_Dataset, ...
'ValidationFrequency', Validation_Frequency, ...
'Verbose', false, ...
'Plots', 'training-progress');
net = trainNetwork(Resized_Training_Dataset, New_Network, Training_Options);
I need to know how many neurons are in layers? Does anyone have any idea?
0 commentaires
Réponses (1)
Shivam Singh
le 12 Août 2021
You can display the total number of learnable parameters of each layer in the output displayed by analyzeNetwork function by clicking on the arrow in the top-right corner of the layer table and selecting “Total Learnables”.
As of the current release there is no straightforward way to find the Total number of Learnables of the network. This is known to the concerned people, and they might provide support to this feature in the future release.
0 commentaires
Voir également
Catégories
En savoir plus sur Deep Learning Toolbox dans Help Center et File Exchange
Produits
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!