To keep your speaker notes private, utilize the "Presenter View" in PowerPoint. This feature displays your current slide, upcoming slide, timer, and speaker notes on your personal screen, while the audience sees only the slide show on the main screen. Ensure your personal screen is angled away from the audience or use a privacy screen if necessary. It's crucial to test this setup before the actual presentation to ensure everything displays as intended.