From c6cb8b32724926a49e0d91f3fd5164a4c4f8dbaf Mon Sep 17 00:00:00 2001 From: BlitherBoom812 Date: Mon, 29 Apr 2024 16:59:00 +0800 Subject: [PATCH] 20240429 --- source/_posts/AI.md | 44 +++++++++++++++++++++++++++-- source/images/AI/1714379335929.png | Bin 0 -> 834626 bytes source/images/AI/1714379943169.png | Bin 0 -> 133373 bytes source/images/AI/1714380111476.png | Bin 0 -> 642067 bytes source/images/AI/1714380132725.png | Bin 0 -> 307373 bytes source/images/AI/1714380159356.png | Bin 0 -> 434945 bytes source/images/AI/1714380233071.png | Bin 0 -> 468731 bytes source/images/AI/1714380343254.png | Bin 0 -> 549465 bytes source/images/AI/1714380578105.png | Bin 0 -> 479036 bytes source/images/AI/1714380763838.png | Bin 0 -> 704089 bytes 10 files changed, 42 insertions(+), 2 deletions(-) create mode 100644 source/images/AI/1714379335929.png create mode 100644 source/images/AI/1714379943169.png create mode 100644 source/images/AI/1714380111476.png create mode 100644 source/images/AI/1714380132725.png create mode 100644 source/images/AI/1714380159356.png create mode 100644 source/images/AI/1714380233071.png create mode 100644 source/images/AI/1714380343254.png create mode 100644 source/images/AI/1714380578105.png create mode 100644 source/images/AI/1714380763838.png diff --git a/source/_posts/AI.md b/source/_posts/AI.md index af5af934..7398c315 100644 --- a/source/_posts/AI.md +++ b/source/_posts/AI.md @@ -211,7 +211,7 @@ $$ ##### Weight Decay -L2 regularization: +L2 regularization: $$ \Omega(\theta)=\frac\lambda2\sum_{l=1}^{n_l-1}\sum_{i=1}^{s_l}\sum_{j=1}^{s_{l+1}}(\theta_{ji}^{(l)})^2\\\frac\partial{\partial\theta^{(l)}}\Omega(\theta)=\lambda\theta^{(l)} @@ -247,7 +247,6 @@ $$ 因为 ReLU 删除了一半的信息。 - ![1713775669844](../images/AI/1713775669844.png) ### Convolutional Neural Network (CNN) @@ -255,3 +254,44 @@ $$ ![1713776156049](../images/AI/1713776156049.png) ![1713776168789](../images/AI/1713776168789.png) + +![1714379943169](../images/AI/1714379943169.png) + +#### Convoluion Kernel + +![1714380111476](../images/AI/1714380111476.png) + +Stride + +![1714380132725](../images/AI/1714380132725.png) + +Padding + +![1714380159356](../images/AI/1714380159356.png) + +![1714380233071](../images/AI/1714380233071.png) + +#### Pooling + +![1714380343254](../images/AI/1714380343254.png) + +Batch Normalization + +![1714379335929](../images/AI/1714379335929.png) + +在 N 张图像的对应通道做归一化。 + +可以增强训练的稳定性,使得学习率可以设大一点而仍然保证收敛。 + + +* 数据集成 +* 参数集成 +* 模型集成 + +#### ResNet + +![1714380578105](../images/AI/1714380578105.png) + +![1714380763838](../images/AI/1714380763838.png) + +最后一层 Global Average Pooling:7\*7\*2048 -> 1\* 1 \* 2048 diff --git a/source/images/AI/1714379335929.png b/source/images/AI/1714379335929.png new file mode 100644 index 0000000000000000000000000000000000000000..358757ecb72b8fa49d6ad0d5e493cb60927a40d0 GIT binary patch literal 834626 zcmdRV^+Qx`*Y42W-5}i!gMf4^p(r6KDIL*cXumFcZzf)b?(vkJKuZ$ 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