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This video explains video classification with convolutional neural networks. It discusses the challenges of collecting video data, the use of spatial temporal CNNs, multi resolution models for four times speed up, data augmentation, and the difficulties of achieving big datasets due to storage size issues. Videos are large files as they consist of stacks of frames, which require a lot of storage compared to images.