Course·Intermediate

LLM Production Infrastructure: High-Performance Serving & Optimization

Name: LLM Production Infrastructure: High-Performance Serving & Optimization
Availability: InStock

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.

76min

22lessons

6modules

Apr 22, 2026Updated

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

Free to start

02 / Curriculum

The full course map.

6 modules · 22 lessons · ~76 min

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: LLM Inference Fundamentals

LLM Production Infrastructure: High-Performance Serving & Optimization

The full course map.

LLM Inference Fundamentals

vLLM & Open-Source Inference Engines

TensorRT-LLM & GPU Optimization

Production Observability

LLM Gateways & Routing

Cost Optimization & Scaling