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目录 Res Block ResNet18 Out of memory # Resnet.py #!/usr/bin/env python # -*- coding:utf-8 -*- import tensorflow as tf from tensorflow import keras from 阅读全文
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目录 Res Block ResNet18 Out of memory # Resnet.py #!/usr/bin/env python # -*- coding:utf-8 -*- import tensorflow as tf from tensorflow import keras from 阅读全文
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目录ResNetBOOMWhy call Residual?发展史Basic BlockRes BlockResNet-18DenseNet ResNet 确保20层能训练好的前提下,增加8层;然后确保28层能训练好的前提下,继续堆叠8层…… BOOM Why call Residual? 发展史 阅读全文
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目录ImageNetLeNet-5LeNet-5 DemoAlexNetVGG1*1 ConvolutionGoogLeNetStack more layers? ImageNet LeNet-5 LeNet-5 Demo AlexNet VGG 1*1 Convolution GoogLeNet 阅读全文
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目录CIFAR10013 Layerscafar100_train CIFAR100 13 Layers cafar100_train import tensorflow as tf from tensorflow.keras import layers, optimizers, datasets, 阅读全文
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目录OutlineReduce DimsubsampleMax/Avg poolingStridesFor instanceupsampleUpSampling2DReLu Outline Pooling upsample ReLU Reduce Dim subsample Max/Avg pool 阅读全文
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目录2D ConvolutionKernel sizePadding & StrideChannelsFor instanceLeNet-5Pyramid Architecturelayers.Conv2Dweight & biasnn.conv2dGradient?For instance 2D 阅读全文
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目录Feature mapsWhy not Linear335k or 1.3MBem...Receptive FieldFully connnectedPartial connectedLocally connectedRethink Linear layerFully VS LovallyWei 阅读全文
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详情查看:https://www.zhihu.com/question/32246256 阅读全文
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目录 CIFAR10 MyDenseLayer CIFAR10 MyDenseLayer import os import tensorflow as tf from tensorflow.keras import datasets, layers, optimizers, Sequential, 阅读全文