Combine first 9 ingredients in a large zip-top plastic bag. Marinate in refrigerator 30 minutes, turning bag occasionally.
Heat 1 tablespoon olive oil in a large nonstick skillet over medium-high heat. Add half of shrimp; cook 1 1/2 minutes on each side or until done. Remove shrimp from pan. Repeat with remaining olive oil and remaining shrimp.