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体验新版 GitCode,发现更多精彩内容 >>
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c854a2a5
编写于
5月 30, 2018
作者:
M
muli
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chapter_computer-vision/fine-tuning.md
chapter_computer-vision/fine-tuning.md
+1
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img/fine-tuning.svg
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未找到文件。
chapter_computer-vision/fine-tuning.md
浏览文件 @
c854a2a5
...
...
@@ -151,7 +151,7 @@ train(scratch_net, 0.1)
-
对
`finetune_net`
试着增大学习率看看收敛变化。
-
多跑几个
`epochs`
直到收敛(你可以也需要调调参数),看看
`scratch_net`
和
`finetune_net`
最后的精度是不是有区别
-
这里
`finetune_net`
重用了
`pretrained_net`
除最后全连接外的所有权重,试试少重用些权重,有会有什么区别
-
事实上
`ImageNet`
里也有
`hotdog`
这个类,它
的index是713。例如它对应的weight可以这样拿到。试试如何重用这个权重
-
事实上
`ImageNet`
里也有
`hotdog`
这个类,它
对应的输出层参数可以如下拿到。试试如何使用它。
```
{.python .input n=16}
weight = pretrained_net.output.weight
...
...
img/fine-tuning.svg
浏览文件 @
c854a2a5
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2018-05-29 22:02:14 +0000
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卷积层
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全连接输出层
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目标数据
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复制
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复制
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随机
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初始化
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模型 A
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模型 B
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