Quantization & Kernel Optimization

FP8, AWQ, Marlin, FlashAttention-3, and mixed-precision matrix multiplication pipelines. Part of the free Inference & Harness Engineering Academy — every lesson below is open to everyone, no signup required.

// LESSONS IN THIS MODULE

1. 01Modern Quantization: FP8, AWQ, and Marlin25 min · 200 XP

   High-Fidelity Low-Precision Representations Quantization compresses floating point weights into smaller bit widths, cutting memory bandwidth pressure...