I don’t think it is possible. The closest you can get is to leave the browser open and put the iPad to sleep, not powered off. If you close the browser or power off then you would need to restart the slideshow.
It might be possible with kiosk software on a PC/Mac. Look at
these forum posts if interested. Can’t help further with kiosk software, sorry.