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I don t believe this potential of superior AI is being overlooked by the nations of the world. It s quite possible that the next Manhattan Project undertaken by (hopefully) this country will be for creating superior AI. We as a race will take no comfort in appearing as intelligent as a chimpanzee to a machine. Science fiction writers have long written on competent AI machines running amok: for instance, the computer HAL in Arthur C. Clarke s 2001, Colossus the Corbin Project, and the main computer in Terminator I and Terminator II. So to all the future AI programmers out there reading this book, I have an important message: Don t forget that off switch!

Let s revisit the concepts of conductor and insulator for a moment In 4 we stated that a conductor is an element whose electrons can move freely and an insulator is one whose electrons are stuck tightly in place Now we look at this electron motion just a little bit closer Keep in mind that physics at this low level can get very tricky, so we make simplifying assumptions and gloss over a number of details An atom, you recall, has a nucleus of protons and neutrons This nucleus has a positive charge Whizzing around that nucleus is a cloud of electrons, normally just enough to make the atom s electric charge neutral Earlier, we hinted at the concept of orbital shells The electrons are not free to orbit just anywhere, otherwise they would just spiral into the center and stick to the nucleus.

As an application service provider (ASP) and an IT consultancy, TDS Informationstechnologie AG faces all the challenges that modern e-business can present. Headquartered in Neckarsulm, near Heilbronn, Germany, and with revenue of 160 million euros last year ($138.8 million), the company s consulting services encompass all tasks involved in the setup and operation of company-wide IT solutions.

Advances in biotechnology will soon allow us to alter our own genetics. With this power it becomes possible to enhance our brain to increase our own intelligence. While possible, it opens up the human race to unforeseeable repercussions of gene altering in subsequent generations that may be catastrophic. This makes generating superior intelligence in machines much safer, at least for the time being.

Each electron has an energy level which could refer to how fast it is moving (but doesn t really), and these energy levels are almost digital in nature An electron could have an energy of 1 or 2 but never 125 This discrete separation of energy levels is known as energy quanta, and quanta lead us into the realm of quantum physics Each orbital shell is associated with a particular energy level Only electrons with the correct amount of energy can live in a given shell If you add a quantum of energy e to an electron by, perhaps, banging on it with a hammer or shining a light on it, the electron can no longer stay in its current shell but must jump to a higher energy shell (Fig 12-1) Each orbital shell can hold a limited number of electrons and no more.

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The inner shells of an atom are normally all full We work with the outer.

Neural networks have been overhyped since their inception. So it s easy to dismiss my remarks concerning AI, AL, and neural networks as just more of the same, as people have been doing for years. And it is true that people have predicted the emergence of humanlike intelligence in machines. If progress continues as rapidly as it has in the past 50 years, I believe human levels of intelligence in machines will be achieved within 50 years.

Fig. 12-1.

I have discussed neural networks without defining them. Here is their definition. Neural networks are artificial systems (hardware and software) that function and learn based upon models derived from studying the biological systems of the human brain. Networks may be implemented in either software/operating systems or hardware. In mimicking the biological systems of the brain, neural networks have taken strides in building the sensory foundations needed for AI, such as machine vision, voice recognition, and speech.