7660 lines
297 KiB
Plaintext
7660 lines
297 KiB
Plaintext
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"# 前馈神经网络\n",
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"\n",
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"目录\n",
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"\n",
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"- 多层感知机\n",
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"- 多层感知机从零开始实现\n",
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"- 多层感知机的简洁实现"
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"source": [
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"## 多层感知机\n",
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"\n",
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"简要介绍一些常见的激活函数"
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"pytorch"
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"%matplotlib inline\n",
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"import torch\n",
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"from d2l import torch as d2l"
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]
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"ReLU提供了一种非常简单的非线性变换\n",
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"$$\\operatorname{ReLU}(x) = \\max(x, 0)$$"
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"Tanh(双曲正切)函数也能将其输入压缩转换到区间(-1, 1)上\n",
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|
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"实现ReLU激活函数"
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]
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|
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"outputs": [],
|
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"source": [
|
||
"def relu(X):\n",
|
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" a = torch.zeros_like(X)\n",
|
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" return torch.max(X, a)"
|
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]
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|
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"execution_count": 11,
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|
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"origin_pos": 19,
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"tab": [
|
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"pytorch"
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]
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},
|
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"outputs": [],
|
||
"source": [
|
||
"def net(X):\n",
|
||
" X = X.reshape((-1, num_inputs))\n",
|
||
" H = relu(X@W1 + b1) # 这里“@”代表矩阵乘法\n",
|
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|
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"\n",
|
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|
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"source": [
|
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"多层感知机的训练过程与softmax回归的训练过程完全相同"
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]
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"\n",
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"隐藏层\n",
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]
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},
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"net = nn.Sequential(nn.Flatten(),\n",
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" nn.Linear(784, 256),\n",
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" nn.ReLU(),\n",
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" nn.Linear(256, 10))\n",
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" nn.init.normal_(m.weight, std=0.01)\n",
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