Tensorflow2.0でResNet1D, TimeDistributed ResNet2D, ResNet3Dを作る

ResNetのおさらい

tf.kerasを使ったネットワーク構築方法

Good Example
Bad Example

tf.kerasを使ってResNetを作る

tf.kerasを使って、ResBlockを作る

1st stage
2nd Stage ResBlock(for ResNet18, ResNet34)
3rd Stage ResBlock(for ResNet18, ResNet34)
final layer

tf.kerasを使ってResBlockを繋げる

CIFAR10を学習させる

tf.dataを使ってデータ拡張をする

tf.dataとfitメソッドを使って学習させる

tf.dataの処理を高速化する方法

まとめ

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Data Scientist (Engineer) in Japan Twitter : https://twitter.com/AkiraTOSEI LinkedIn : https://www.linkedin.com/mwlite/in/亮宏-藤井-999868122

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Akihiro FUJII

Akihiro FUJII

Data Scientist (Engineer) in Japan Twitter : https://twitter.com/AkiraTOSEI LinkedIn : https://www.linkedin.com/mwlite/in/亮宏-藤井-999868122

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