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               id="tspan305">Imports</tspan></text></g></g></g><g
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               sodipodi:role="line"
               id="tspan331">class NeuralNetwork(nn.Module):</tspan></text><text
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               id="tspan335">def __init__(self):</tspan></text><text
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               id="tspan347">self.linear_relu_stack = nn.Sequential(</tspan></text><text
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               sodipodi:role="line"
               id="tspan351">nn.Linear(28*28, 128),</tspan></text><text
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               sodipodi:role="line"
               id="tspan355">nn.ReLU(),</tspan></text><text
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               sodipodi:role="line"
               id="tspan359">nn.Linear(128, 10),</tspan></text><text
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               sodipodi:role="line"
               id="tspan363">nn.Softmax()</tspan></text><text
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               id="tspan371">def forward(self, x):</tspan></text><text
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               id="tspan375">x = self.flatten(x)</tspan></text><text
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               id="tspan379">logits = self.linear_relu_stack(x)</tspan></text><text
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               id="tspan387">def loss_fn(self):</tspan></text><text
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               id="tspan391">return nn.CrossEntropyLoss()</tspan></text><text
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               id="tspan395">def optimizer(self):</tspan></text><text
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               sodipodi:role="line"
               id="tspan411">&quot;accuracy&quot;: Accuracy(),</tspan></text><text
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               sodipodi:role="line"
               id="tspan477">Go Back</tspan></text></g></g></g><g
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