France - Paris Italy: Rome Japan: Tokyo Florida: Tallahassee Einstein - scientist Messi: midfielder Mozart: violinist Picasso: painter big - bigger small: larger cold: colder quick: quicker Czech + currency = Koruna Vietnam + capital = Hanoi German + airlines = Lufthansa Russian + river = Volga
in vector space, Mikolov et al. 2013 • Distributed representations of words and phrases and their compositionality, Mikolov et al. 2013 • Linguistic regularities in continuous space word representations, Mikolov et al. 2013 • word2vec parameter learning explained, Rong 2014 • word2vec explained: deriving Mikolov et al’s negative sampling word-embedding method, Goldberg & Levy 2014 • See also: GloVe: Global vectors for word representation, Pennington et al. 2014
X.name, Y.custID, Y.name, similarityUDF(X.purchase, Y.purchase) AS sim FROM sales X, sales Y similarityUDF(X.purchase, Y.purchase) > 0.5 ORDER BY X.name, sim LIMIT 10
transform into data-driven organisations stays low, and how this transformation is done in practice is little studied.” Image Copyright: everythingpossible / 123RF Stock Photo
when it becomes easier to experiment with than to understand. Hence, black-box optimization has become increasingly important as systems become more complex.”
IoT devices made by companies with deep knowledge of security, which are backed by industry standard cryptographic techniques, can be misused by hackers and rapidly cause city-wide disruptions which are very difficult to stop.”
integrity, Bailis et al., SIGMOD’15 “By shunning decades of work on native database concurrency control solutions, Rails has developed a set of primitives for handling application integrity in the application tier—building, from the underlying database system’s perspective, a feral concurrency control system.”
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