Many videos can be watched from this week's Videos and Slides: 6th MMDS Workshop on Algorithms for Modern Massive Data Sets.When dealing with hardware, one always has to figure out how processing speed hold in real scenarios. Alex Smola makes the case that with algorithms that deal with the structure of the data (beyond sparsity) these real processing speeds can go higher.
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