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| title: Convolution | |
| # Caffeinated Convolution | |
| The Caffe strategy for convolution is to reduce the problem to matrix-matrix multiplication. | |
| This linear algebra computation is highly-tuned in BLAS libraries and efficiently computed on GPU devices. | |
| For more details read Yangqing's [Convolution in Caffe: a memo](https://github.com/Yangqing/caffe/wiki/Convolution-in-Caffe:-a-memo). | |
| As it turns out, this same reduction was independently explored in the context of conv. nets by | |
| > K. Chellapilla, S. Puri, P. Simard, et al. High performance convolutional neural networks for document processing. In Tenth International Workshop on Frontiers in Handwriting Recognition, 2006. | |