If you read about Image Processing and machine learning using Convolutional Neural Network, you probably have heard of Max Pooling. This blog has amazing visualizations, see link below. This is their visualization for Max Pooling. Really helpful and easy to understand.
Sources: http://www.wildml.com/2015/11/understanding-convolutional-neural-networks-for-nlp/
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