Neural Network Playground Howto

Neural Network Playground is an interactive web-based tool that allows users to visualize and experiment with neural networks in real-time directly in their browser.
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How to Use Neural Network Playground

Open TensorFlow Playground: Go to the TensorFlow Playground website (https://playground.tensorflow.org/) in your web browser.
Choose a dataset: Select a dataset from the options provided, such as 'Circle', 'Exclusive OR', or 'Gaussian'. This will be the data your neural network tries to classify.
Adjust input features: Select which input features to use by checking/unchecking the boxes under 'Features'. You can also add noise to the data.
Configure network architecture: Set the number of hidden layers and neurons per layer using the '+' and '-' buttons. You can also choose the activation function for each layer.
Set learning rate: Adjust the learning rate using the slider. A higher rate means faster learning but may be less stable.
Choose regularization: Select a regularization method (L1, L2, or none) and set its rate to help prevent overfitting.
Start training: Click the 'Play' button to start training the neural network. You can pause/resume at any time.
Observe results: Watch how the decision boundary changes as the network trains. The loss and accuracy are displayed at the bottom.
Experiment and iterate: Try different configurations, datasets, and parameters to see how they affect the network's performance and learning.

Neural Network Playground FAQs

Neural Network Playground is an interactive web tool that allows users to visualize and experiment with neural networks directly in their browser. It provides an intuitive interface to build, train, and understand neural network models without requiring coding.

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