Beginner · Systems
AI accelerator
Visual diagram · (in preparation) · Math · (in preparation) · Worked example · 3 difficulty levels.
TL;DR. Specialized hardware designed to speed up AI computations, especially for neural networks.
Technical Definition
Specialized hardware designed to speed up AI computations, especially for neural networks.
How it works
An AI accelerator is a hardware component, like a GPU or TPU, optimized for the specific computational demands of artificial intelligence tasks. These accelerators excel at the parallel processing required for training machine learning models and running inference, making AI applications more efficient.
Related Concepts
- Neural Network — A computing system inspired by biological neural networks that learns patterns from data through interconnected layers of nodes.
- GPU — Graphics Processing Unit — a massively parallel processor that powers most modern AI workloads.
- TPU — Tensor Processing Unit — Google's custom-designed AI accelerator chip.