# Neural Tangent Kernel

> Source: https://sukruyusufkaya.com/en/glossary/neural-tangent-kernel
> Updated: 2026-05-13T20:59:37.509Z
> Type: glossary
> Category: derin-ogrenme
**TLDR:** A theoretical framework that connects the training dynamics of very wide neural networks with kernel methods.

<p>The Neural Tangent Kernel is an advanced theoretical framework that helps explain why very wide neural networks can behave in unexpectedly stable ways. In the infinite-width limit, the learning dynamics can resemble those of a specific kernel machine. This idea is important for understanding deep learning not only empirically but also mathematically. It plays a central role in research on width, optimization, and generalization.</p>