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But their task is huge because the amount of data needed is vast.
Furthermore, they focus on recognizing individual objects, which increases the amount of data needed to train the algorithms.
We also derive a lower bound on the amount of data needed that holds for both types of networks.
What if we could drastically reduce the amount of data needed to train an AI, making diagnoses low-cost and more effective?
Game players are accustomed to viewing 3-D scenes on their monitors, but until recently, the sheer amount of data needed to convey even a vaguely realistic 3-D environment on the Web made the task impractical.
We also find that the amount of data needed scales as 2K, where K is the number of regulators per gene, rather than 22K, as previous theory suggests.
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This significantly reduces the amount of data needing to be processed by the medical staff.
Most recently my work has involved scalable analytics, where you build systems that can expand as the amount of data needing to be analyzed grows.
First, an adequate amount of genomic sequences needs to be produced to reasonably cover these huge genomes and second, at the same time methods to efficiently analyse the accumulated large amount of data need to be developed.
BGI's machines generate six terabytes of data each day [ 20] and a huge amount of data need to be handled across the country and overseas on its network.
There is also growth in in-memory computing, meant to speed the analysis of large amounts of data needed in online business.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com