AI Systems Beyond Prompts
You should be able to evaluate, serve, and debug a model as a system component rather than a chat interface.
Prerequisites
Basic Python and some exposure to machine learning concepts.
Path
- Read2-3 hours
Building Machine Learning Systems
A systems view of ML engineering, evaluation, and deployment.
- Build1-2 weeks
Build a small inference server
Serve a local model with a simple API and measure latency/throughput.