Artificial Intelligence Programming With Python From Zero To Hero Pdf Free 📥

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$$y = mx + c$$ $$J(\theta) = \frac{1}{2m} \sum_{i=1}^{m} (h_\theta(x^{(i)}) - y^{(i)})^2$$ Max Trainer Mrantifun: Mad

def forward(self, x): x = torch.relu(self.fc1(x)) # activation function for hidden layer x = self.fc2(x) return x

# Create a neural network model model = Sequential() model.add(Dense(64, activation="relu", input_shape=(784,))) model.add(Dense(32, activation="relu")) model.add(Dense(10, activation="softmax"))

Also, here's an example of a simple neural network implemented using PyTorch:

# Initialize the network, loss function, and optimizer net = Net() criterion = nn.CrossEntropyLoss() optimizer = optim.SGD(net.parameters(), lr=0.01)