modern map of israel and palestine - * **Pooling Layers:** These layers help to reduce the spatial dimensions of the feature maps, which speeds up computation and reduces the risk of overfitting. Overfitting means the network learns the training data *too* well, and doesn't generalize well to new data. Common pooling operations include *max pooling* modern map of israel and palestine (taking the maximum value within a region) and *average pooling* (taking the average value). Pooling layers simplify the feature maps while retaining the most important information. They make the network more robust to variations in the input data, like changes in the size or orientation of an object.
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