Inference Engineer Roadmap

A comprehensive, beginner-friendly roadmap from your first local model to production-grade AI inference systems. Learn model execution, GPU fundamentals, benchmarking, vLLM, quantization, KV-cache optimization, distributed serving, observability, capacity planning, and CUDA/Triton kernel optimization through practical projects.