imds = imageDatastore(‘test’, … ‘IncludeSubfolders’,true, … ‘LabelSource’,’foldernames’); [imdsTrain,imdsValidation] = splitEachLabel(imds,0.7,’randomized’); net = alexnet; inputSize = net.Layers(1).InputSize layersTransfer = net.Layers(1:end-3); numClasses = numel(categories(imdsTrain.Labels)) layers = [ layersTransfer fullyConnectedLayer(numClasses,’WeightLearnRateFactor’,20,’BiasLearnRateFactor’,20) softmaxLayer classificationLayer]; pixelRange = [-30 30]; imageAugmenter = imageDataAugmenter( … ‘RandXReflection’,true, … ‘RandXTranslation’,pixelRange, … ‘RandYTranslation’,pixelRange); augimdsTrain = augmentedImageDatastore(inputSize(1:2),imdsTrain, … ‘DataAugmentation’,imageAugmenter); augimdsValidation = augmentedImageDatastore(inputSize(1:2),imdsValidation); options = trainingOptions(‘sgdm’, … ‘MiniBatchSize’,10, […]
Overcoming homesickness while studying abroad
Studying abroad offers a plethora of new experiences, cultural immersion, and personal development. However, it is not uncommon for students to experience melancholy amidst the excitement. Away from familiar environs, acquaintances, and family, one may experience sadness and regret. But do not despair! You can conquer melancholy and maximise your study abroad experience with the proper mindset […]
Erasmus University ISS Scholarship Fund in the Netherlands
Introduction: Erasmus University is offering the ISS Scholarship Fund for Excellent Students to international students who wish to pursue a master’s level education in the Netherlands. This scholarship program aims to provide financial assistance by covering 40% of the tuition fees for master’s studies. The scholarships are awarded by the International Institute for Social Studies […]