Choi was optioned to Triple-A Colorado Springs on Friday.
Just a day removed from scoring the Brewers' go-ahead run in the top of the 12th inning on Opening Day, the 26-year-old will report to Colorado Springs as Dan Jennings takes his place on the 25-man roster. Choi will likely spend most of the season at the Triple-A level.