The AI Playbook: Mastering the Rare Art of Machine Learning Deployment

What it is about

Eric Siegel presents a deployment-centered process for converting machine-learning ambition into an operational improvement. His framework begins with a measurable business value proposition, defines the behavior to predict and the intervention it enables, connects evaluation to operational metrics, and works backward through data, model use, stakeholder ownership, and launch. The focus is organizational: technical performance matters only when people adopt the prediction and change a real decision. I keep it on this shelf because I want to work with AI without confusing speed for understanding.

Why I keep it

Most models never ship. This is about the ones that do.

Key ideas

Beside it on the shelf · AI & Technology