- Maximum within window and writes result to output - Downsamples image - More non-linearity - Doesn't remove important information - Max value is the good bit - No parameters ![[max-pooling.png]] ## Design Parameters - Size of input image - 252 x 252 x 1 x n - Padding - Kernel size - 3 x 3 x 1 - Doesn't need to be odd - 2 x 2 - Stride - Typically n - For n x n kernel size - Sometimes 4 x 4 in early layers - 16 times less data - Rapid downsample - Size of computable output - 250 x 250 x 1 x n - Depends on padding and striding