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《Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift》論文筆記
時間 2020-12-27
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Batch Normalization
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1. 論文思想 訓練深度學習網絡是相當複雜的,每個層的輸入分佈會在訓練中隨着前一層的參數變化而改變。仔細地網絡初始化以及較低的學習率下會降低網絡的訓練速度,特別是具有飽和非線性的網絡。在該論文中將該中現象稱之爲「internal covariate shift」,在論文中爲了解決該問題提出了BN的概念,它取得的成果也會很顯著: (1)網絡中添加了BN層之後可以使得網絡使用更高的學習率,減少對網絡初
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1.
論文筆記:Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
2.
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift 論文解讀
3.
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift 論文翻譯(轉)
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