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[Картинка: pic_2.jpg]. Critics like Minsky, Chomsky, and Fodor once had the upper hand, but thankfully their influence has waned. Nevertheless, we should keep their criticisms in mind as we set out on the road to the Master Algorithm for two reasons. The first is that knowledge engineers faced many of the same problems machine learners …

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TableВ 1-2.В Minor modesModeFunctionAuto-fill modeEnables word wrap (Chapter 2).Overwrite modeReplaces characters as you type instead of inserting them (Chapter 2).Auto-save modeSaves your file automatically every so often in a special auto-save file (Chapter 2).Isearch modeFor searching (Chapter 3).Flyspell modeFor flyspell spell-checker (Chapter 3).Flyspell prog modeFor spell-checking programs with flyspell (Chapter 3).Abbrev modeAllows you to use word abbreviations …

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In the meantime, the practical consequence of the“no free lunch” theorem is that there’s no such thing as learning without knowledge. Data alone is not enough. Starting from scratch will only get you to scratch. Machine learning is a kind of knowledge pump: we can use it to extract a lot of knowledge from data, …

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Machine learning is something new under the sun: a technology that builds itself. Ever since our remote ancestors started sharpening stones into tools, humans have been designing artifacts, whether they’re hand built or mass produced. But learning algorithms are artifacts that design other artifacts. “Computers are useless,” said Picasso. “They can only give you answers.” …

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