The TV will display "Updating... don't AC power off". Do not remove the USB or unplug the TV until the progress bar reaches 100% and the TV restarts.
Look for a sticker on the back of your TV or go to Settings > About . toshiba tv firmware update usb verified
After the restart, go back to Settings > About to confirm the "Software Version" matches the one you downloaded. The TV will display "Updating