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Train a PyTorch neural network step-by-step | PyTorch deep learning (Feb 2023)
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Putting everyone we've learned in the pytorch tutorial series, we're building a neural network for classification and training our classifier using a train and test loop! 85% test accuracy on Fashion MNIST with less than 1 hour of work!
00:00 Mental model: Training a neural network in PyTorch
01:45 PyTorch imports and hyperparemeters
04:10 Training and test data for our FashionMNIST classification
08:03 Creating our Neural Network using PyTorch's nn module
15:16 Loss function, Cross-Entropy Loss and Optimizers
24:39 Setting up a training loop for the forward pass + backward pass
43:42 Visualize our computation graph with pytorchviz
46:02 Saving and loading pytorch models
Watch the whole PyTorch GPU deep learning series:
New to PyTorch? Start here:
Need an explanation of backpropagation and gradient descent?
00:00 Mental model: Training a neural network in PyTorch
01:45 PyTorch imports and hyperparemeters
04:10 Training and test data for our FashionMNIST classification
08:03 Creating our Neural Network using PyTorch's nn module
15:16 Loss function, Cross-Entropy Loss and Optimizers
24:39 Setting up a training loop for the forward pass + backward pass
43:42 Visualize our computation graph with pytorchviz
46:02 Saving and loading pytorch models
Watch the whole PyTorch GPU deep learning series:
New to PyTorch? Start here:
Need an explanation of backpropagation and gradient descent?
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Train a PyTorch neural network step-by-step | PyTorch deep learning (Feb 2023)
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