How can I improve the performance of my neural network?

How can I improve the performance of my neural network?

There are several strategies you can use to enhance your neural network's performance, such as tuning hyperparameters, using regularization techniques, and increasing the amount of training data.

What are some common hyperparameters I should tune?

Common hyperparameters include learning rate, batch size, number of epochs, and the architecture of the network itself, like the number of layers and units per layer.

How does regularization help in improving performance?

Regularization techniques, like L1 and L2 regularization, help prevent overfitting by adding a penalty for larger weights, which can lead to better generalization on unseen data.

Can you suggest ways to increase my training data?

You can increase your training data by using data augmentation techniques, collecting more data, or using synthetic data generation methods.