The AI Product Manager's Handbook

Table of Contents

Preface

Part 1 – Lay of the Land – Terms, Infrastructure, Types of AI, and Products Done Well

1

Understanding the Infrastructure and Tools for Building AI Products

Definitions – what is and is not AI

ML versus DL – understanding the difference

ML

DL

Learning types in ML

Supervised learning

Unsupervised learning

Semi-supervised learning

Reinforcement learning

The order – what is the optimal flow and where does every part of the process live?

Step 1 – Data availability and centralization

Step 2 – Continuous maintenance

Database

Data warehouse

Data lake (and lakehouse)

Data pipelines

Managing projects – IaaS

Deployment strategies – what do we do with these outputs?

Shadow deployment strategy

A/B testing model deployment strategy ...