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A model made of layers of small computational units, each one taking weighted inputs, applying a nonlinear function, and passing the result forward. Training adjusts the weights so the network produces useful outputs. The architecture is loosely inspired by biological neurons, but the math is linear algebra plus calculus, not biology.
Every modern AI architecture is a neural network of some shape. Reading research papers, reviewing model cards, or explaining a system to a security auditor all require comfort with this mental model.
A model made of layers of small computational units, each one taking weighted inputs, applying a nonlinear function, and passing the result forward. Training adjusts the weights so the network produces useful outputs. The architecture is loosely inspired by biological neurons, but the math is linear algebra plus calculus, not biology.
Every modern AI architecture is a neural network of some shape. Reading research papers, reviewing model cards, or explaining a system to a security auditor all require comfort with this mental model.
Definitions are original explanations written for career development purposes. For authoritative technical definitions, refer to NIST, ISO, or the relevant standards body.
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