Banana and Chocolate Chip Baked French Toast

loaf sliced cinnamon swirl bread (, cubed)

ripe bananas (, sliced)

miniature chocolate chips

milk

large eggs

unsalted butter (, melted)

vanilla extract

Maple syrup (, for serving)

old fashioned oats

brown sugar

unsalted butter (, cut into cubes)