Extreme and Mixed-Precision Quantization: From FP8 to Binary Neural Networks31 March 2026AI Accelerator Quantization FP8 INT4 Binary Neural Networks BitNet QuIP AQLM HQQ Mixed Precision LLM Optimization Model Compression GGUF KV-Cache Vision Transformer Diffusion Models Inference Optimization
Quantization-Aware Training (QAT): A Comprehensive Deep Dive31 March 2026AI Accelerator Quantization QAT Model Compression STE LSQ PACT Binary Networks QLoRA Mixed Precision TensorRT Edge AI Inference Optimization
Post-Training Quantization (PTQ): A Comprehensive Deep Dive31 March 2026AI Accelerator Quantization PTQ Model Compression Inference Optimization TensorRT GPTQ SmoothQuant AWQ LLM Edge Deployment
Quantization Fundamentals for Deep Learning31 March 2026AI Accelerator Quantization Deep-Learning Model Compression Inference Optimization INT8 FP8 Edge Deployment Tensor Cores Calibration Number Representation
Day 19 — YOLOv5 Object Detection, Transfer Learning, and Quantization5 March 2026Autonomous Driving YOLOv5 Object Detection Transfer Learning Quantization Edge AI