If the bottoms are 1/4" , 
I would use maple plywood and add about 1 1/4 hardwood to the front edge 
(enough for the cut out and about another 1/4 - 1/2" ). 
then I would glue the bottom in on all sides. 

Figuring out how to do something you have never done is what makes a good challenge.