Yes, you can access Apple Podcasts on a Windows computer, but not through a dedicated Apple Podcasts app like on iOS devices. Instead, you can use the Apple Music website or iTunes if you have it installed on your computer. Here's how:

1. **Apple Music website:**
- Go to music.apple.com in your web browser.
- Click on "Listen Now" at the top of the page.
- Scroll down to "Shows and Episodes" to access podcasts.

2. **iTunes:**
- Open iTunes on your Windows computer.
- Click on the "Menu" button in the top left corner.
- Click on "Podcasts" in the dropdown menu.
- You can browse or search for podcasts in the iTunes store.

Remember, you need an Apple ID to sign in to the Apple Music website and iTunes.