LLM Quantization: GPTQ, AWQ, and GGUF for Efficient Deployment Quantization reduces LLM memory by 4-8x with minimal quality loss. Learn GPTQ, AWQ, GGUF formats, quantization levels, and deployment strategies for efficient inference. 2026-03-19