Page 410 - Deep Learning
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Notes














                       Chapter 1.  The Need to Override Experience
              1.  Heraclitus, fragment 12; Sweet (1995), p. 7.
              2.  Hume (1777/1910), p. 315.
              3.  The passage from pre-modern to modern science – the Scientific Revolution,
                in capitals – in the 16th and 17th centuries has been described many times, e.g.,
                Butterfield (1957), Hall (1956), Henry (2002) and Westfall (1971). Shapin (1998) is
                recent and highly readable.
              4.  For  different  views  of  the  scientific  revolution  in  astronomy,  see,  e.g.,  Koyré
                (1958), Kuhn (1957) and Margolis (1987, 1993).
              5.  Casper and Noer (1972), Chapters 4–7, Dugas (1955/1988) and Einstein and Infeld
                (1938), Chapter 1.
              6.  The search for the chemical elements and the rules by which they combine is
                described in Brock (1993), Greenaway (1966), McCann (1978), Strathern (2000)
                and Toulmin and Goodfield (1962).
              7.  Shapin (1998), p. 32, italics in original. Other historians of science concur: “The
                ideal of a clockwork universe was the great contribution of seventeenth-century
                science to the eighteenth-century age of reason” (Butterfield, 1957, p. 150). And
                again: “The mechanical philosophy saw the workings of the natural world by
                analogy with machinery; change was brought about (and could be explained in
                terms of) the intermeshings of bodies, like cogwheels in a clock, or by impact
                and the transference of motion from one body to another” (Henry, 2002, p. 69).
                Peterson (1993) associates the clock metaphor with the scientific revolution in
                astronomy, but Ruse (2002) locates its origin in the works of Robert Boyle.
              8.  The physics of turbulence is complicated enough to be beyond my mathematical
                competence; see Nelkin (1994). For present purposes the commonsense concept
                suffices.
              9.  There are many attempts to summarize the essence of the complex systems rev-
                olution in science for the educated layperson. Gleick (1987) was one of the first
                and remains one of the best. Lewin (1992) and Waldrop (1992) are very readable.
                Among  serious  introductions  for  people  with  scientific  training,  Ford  (1992),
                Laughlin  (2005),  Nicolis  (1992)  and  Prigogine  (1997)  focus  on  physics,  while
                Camazine et al. (2001), Kauffman (1993) and Raff (1996) focus on the biological


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