Posted by Dustin Tran and Balaji Lakshminarayanan, Research Scientists, Google Research Deep learning models have made impressive progress in vision, language, and other modalities, particularly with the rise of large-scale pre-training. Such models are most accurate when applied to test data drawn from the same distribution as their training set. However, in practice, the data …
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Data is everywhere in a hybrid and multi-cloud world. Enterprises now have more data, more data tools, and more people involved in data consumption. This data proliferation has made it harder than ever before to trust your data: knowing where it came from, how it has changed, and who is using it. Data provenance is …
Take a second to think about all the ways data has changed in the last 20 years. In the hardware space, our mobile phones started out as large handhelds with pull-out antennas and limited processing power. Now they are advanced pieces of technology with a computational power 32,600 times faster than the computers we used …
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