Marinate the Beef: In a medium bowl, whisk together the soy sauce, brown sugar, sesame oil, ginger, and garlic. Add the sliced beef and toss to coat thoroughly. Let marinate for at least 15 minutes, or up to 30 minutes in the refrigerator.