I. Introduction

II. Preliminaries of Privacy and Machine Learning in EVs

III. Motivation and Requirement of Privacy Preserving Machine Learning in EVs

IV. Integration Scenarios of Privacy Preserving Machine Learning in Electric Vehicles

V. Current Works on Privacy Preserving Machine Learning for Electric Vehicles

VI. Open Issues, Challenges, and Future Research Directions

VII. Conclusion