CRAPHT

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

  1. Read2-3 hours

    Building Machine Learning Systems

    A systems view of ML engineering, evaluation, and deployment.

  2. Build1-2 weeks

    Build a small inference server

    Serve a local model with a simple API and measure latency/throughput.