I would definatly recommend deep cycle marine battery's. they are designed to go dead and take a charge again numerous times. Regular batteries usually are never the same after being drained completely dead. And their quality goes downhill everytime they go flat. I don't know much about Argos but have a scrap car trailer with a winch and I used a regular Battery at first and had nothing but trouble , switched to deep cycles and it hasn't failed me yet with a full charge the night before I use it all day.
Just my 2 cents
Good luck and enjoy the hunt!
Pat