Model Serving and Inference — LLMOps & AI Infrastructure Roadmap
How hosted and self-hosted inference works
Steps in Model Serving and Inference
- Model Serving Fundamentals — beginner · How hosted and self-hosted inference actually works
- Hosted APIs vs Self-Hosted Inference — beginner · Trade-offs in control, cost and operational burden
- Inference Servers and Serving Frameworks — beginner · Tools that serve models efficiently at scale
- Batching Requests for Throughput — beginner · Improving efficiency by processing multiple requests together
- GPU vs CPU Inference Trade-offs — beginner · Choosing hardware based on latency, cost and model size
Part of
- LLMOps & AI Infrastructure roadmap — the full learning path