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Are they one and the same, or do they have different meanings?

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  • They seems to be interchangeable; memory-alpha.wikia.com/wiki/Positronic_brain
    – Valorum
    Dec 20, 2016 at 23:46
  • I suspect the biggest difference is that "neural net" means something in the real world.
    – Ixrec
    Dec 20, 2016 at 23:53
  • A neural net is a fairly broad concept, whereas a positronic net is a specific technology. So pretty much the same as the difference between saying "my vehicle" and saying "my car". Data's positronic brain presumably contains both a positronic net and some additional components, e.g., power supply, shielding, and so on. (Under most circumstances, there's no reason to draw a distinction, so the phrases can be used interchangeably.) Dec 21, 2016 at 0:47

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The two terms appear to be used without particular care on the show. Ultimately, they refer to the same thing--the hardware architecture of Data's brain, but they conceptualize it in different ways.

Neural nets and positrons (anti-electrons) are real things. A neural net is a kind of computing architecture that is, roughly speaking, modeled after the functioning of a living brain. Per Wikipedia:

Neural networks (also referred to as connectionist systems) are a computational approach which is based on a large collection of neural units loosely modeling the way a biological brain solves problems with large clusters of biological neurons connected by axons. Each neural unit is connected with many others, and links can be enforcing or inhibitory in their effect on the activation state of connected neural units.

So the "neural net" formuation is characterizing Data's brain in terms of its connection, function, and development structure.

In contrast, calling it a "positronic brain" is talking about it at a deeper hardware level. Positrons have no internal structure, so they must be acting as current/signal carriers inside the computing apparatus. Presumably, the nodes of the artificial neural net are each positronic components.

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  • It may be that the term is used loosely to refer to what Data's brain actually does in the same way it loosely describes what our brains do.
    – Jordan
    Jul 11, 2018 at 12:46

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