Heat oven to 350°F. Place paper baking cup in each of 24 regular-size muffin cups. In large bowl, beat cake mix, water, oil and eggs with electric mixer on low speed 30 seconds; beat on medium speed 2 minutes, scraping bowl occasionally. Stir in baking chips. Divide batter evenly among muffin cups, filling each 3/4 full.