Have a look at MythTV - it works really well, though doesn't use ML as much as a combination of signals the often occur when an ad starts (e.g. blank frame, wat

Have a look at MythTV - it works really well, though doesn't use ML as much as a combination of signals the often occur when an ad starts (e.g. blank frame, watermark disappears, jump in volume).