I. Introduction

II. Key Tasks of Edge AI and General Design Principles of Green Edge AI

III. Energy-efficient Data Acquisition for Centralized Edge Learning

IV. Energy-efficient Cooperative Training at the Edge Network

V. Energy-efficient Edge Inference: Paradigms and Algorithms

VI. Future Research Directions

VII. Conclusions