Just like a desktop browser, you can find files you want to download from the web using the built-in browser, tap a downloadable link (or tap and hold on the link) should prompt you to open or download it.
You can also save web pages with images for offline viewing using the "Save Current Page" button (in the center of the browser's toolbar).