Pruning for Large Language Models — From SparseGPT to KV-Cache Pruning31 March 2026AI Accelerator Pruning LLM SparseGPT Wanda Model Compression Sparsity KV-Cache Transformer Inference Optimization Structured Pruning Unstructured Pruning 2:4 Sparsity SliceGPT Attention Head Pruning Dynamic Sparsity
Advanced Pruning Methods for Deep Neural Networks31 March 2026AI Accelerator Pruning Deep-Learning Model Compression Sparsity Movement Pruning SNIP GraSP SynFlow Lottery Ticket Knowledge Distillation Gradient Pruning Structured Pruning Neural Architecture Inference Optimization Edge Deployment
Structured vs Unstructured Pruning: A Complete Guide with Math, Diagrams, and Real-World Analysis31 March 2026AI Accelerator Pruning Model Compression Structured Pruning Unstructured Pruning N:M Sparsity Sparse Inference NVIDIA Ampere Filter Pruning Channel Pruning Neural Architecture Efficiency
Pruning Fundamentals: A Complete Guide to Neural Network Weight Pruning31 March 2026AI Accelerator Pruning Model Compression Sparsity Lottery Ticket Hypothesis Optimal Brain Damage Optimal Brain Surgeon Deep-Learning Efficiency Sparse Training
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
GPU Architecture: The Engine Behind Parallel Computing20 March 2026Computer Science GPU Architecture CUDA SIMT Parallel Computing Tensor Core
Modern CPU Microarchitecture Deep Dive20 March 2026Computer Science CPU Microarchitecture Out-of-Order Branch Prediction Cache SMT