You can mark all emails in your inbox as read on the desktop version of Gmail, or you can limit it to emails within a folder, ...

Click “Search.” Gmail will display all emails older than your chosen date. Select All → Delete. You’ll see a checkbox above your emails. Click it, then choose “Select all conversations that match this ...