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other terms. In the next section we will explore one-hot encoding, which eliminates this problem. One-Hot Encoding Frequency based encoding methods suffer from the long tail, or Zipfian distribution, that characterizes natural language. Because of this distribution, some features (tokens) are orders of magnitude more “significant” than other less frequent tokens
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is similar, with corporate media properties existing alongside YouTube channels, and individuals uploading their own content to the Web. The value chain has exploded into the long-tail format, and individuals became their own taste makers and quality arbiters. A crucial twenty-first-century skill is that individuals must examine content and think
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spurred over 600,000 people to earn their livings by dreaming up new, improved, or simply different or cheaper products for a worldwide customer base. The Long Tail of new products offered enormous consumer value and is a rapidly growing segment of the economy. Apple’s App Store and Google’s Android Marketplace
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work desktop, laptops and later on my smartphone. Even though I am only one of 378,000 participants in the project, I am part of the long tail – ranking 20,585 with my top contributions being for FightAIDS@Home and Computing for Clean Water projects. The operation of WCG transformed my volunteering into
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capital, especially the destabilizing effects of the inherent bubbles and other dramatic fluctuations of financial markets. Made vivid by the immediate shock as well as the long tail of the 2008–2009 finance-capital meltdown, these effects are also underscored by the routinely widening discrepancies between the fates of Wall Street and the
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highly valued and sometimes highly leveraged, that themselves become the proverbial noose around the neck. Chris Anderson, former editor of The Economist and author of The Long Tail, hints at some of the changes. In his book, he explains how when distribution costs fall, large incumbents that rely on their power to control
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transaction a month of low value payments, then the model is questionable. However, I am sure that Square would refute such critique by claiming that the long tail of payments creates enough volume to be profitable. It certainly seems that way, as there are a whole range of other companies competing in this
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has a pure white head. These birds are known for their tiny size, measuring at around only 13-15 cm in length, including their tail. The long-tail tit is recognized by its stubby bill, contrasted to its long, narrow tail. Females and males are indistinguishable, both undergoing a full moult before their
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simplify, figure out a way that companies can do small volumes at a lower cost, or just use similar platforms, because the M2M space is the long tail of most of the economy. But if I was going to invest in Machine-to-Machine, I would probably be investing somewhere in the analytics
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houses, and theaters and will drive down fixed costs for expenditures such as massages, organic food, and happy hour. Simultaneously, there are enough people that the “long tail” of consumption (economies of scope)—ethnic restaurants, high-end boutiques, and avant-garde theater—will also be in demand. This interplay of significant demand for
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