The 21-year-old winger has also played for Nottingham Forest, Bradford City (loan) and RB Leipzig and has been capped five times for Scotland.
Burke will link up with Brendan Rodgers' squad for their forthcoming winter training camp in Dubai before the Hoops return to action at home to Airdrieonians in the Scottish Cup fourth round on Saturday January 19.
