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Model Quantization: Concepts, Methods, and Why It Matters

Ruixiang Wang
2025-11-25 3 min read
Model Quantization: Concepts, Methods, and Why It Matters
Model Quantization: Concepts, Methods, and Why It Matters

<img alt="Decorative image." class="webfeedsFeaturedVisual wp-post-image" height="432" src="https://developer-blogs.nvidia.com/wp-content/uploads/2025/11/Quantization-Series-768x432-jpg.webp" style="d...

Decorative image.AI models are becoming increasingly complex, often exceeding the capabilities of available hardware. Quantization has emerged as a crucial technique to address...Decorative image.

AI models are becoming increasingly complex, often exceeding the capabilities of available hardware. Quantization has emerged as a crucial technique to address this challenge, enabling resource-intensive models to run on constrained hardware. The NVIDIA TensorRT and Model Optimizer tools simplify the quantization process, maintaining model accuracy while improving efficiency.

Source

Source: NVIDIA Technical Blog Word count: 1161 words
Published on 2025-11-25 03:23