Intermediate

LLM Production Infrastructure: High-Performance Serving & Optimization

Master LLM inference optimization with vLLM, TensorRT-LLM, and production observability. Learn KV cache management, speculative decoding, LLM gateways, and cost optimization strategies for enterprise-scale AI deployments.

76 min

22 lessons

6 modules

Jan 2026

Cover for LLM Production Infrastructure: High-Performance Serving & Optimization

100+ credits

Course Content

The LLM Inference PipelineNo signup4 min

KV Cache: The Memory Optimization Foundation4 min

Batching Strategies for Maximum Throughput3 min

Speculative Decoding for Faster Generation3 min

Quiz: Module 1 Quiz: LLM Inference Fundamentals

LLM Production Infrastructure: High-Performance Serving & Optimization

Course Content

LLM Inference Fundamentals

vLLM & Open-Source Inference Engines

TensorRT-LLM & GPU Optimization

Production Observability

LLM Gateways & Routing

Cost Optimization & Scaling