Kansas Hollywood Casino Sportsbook Details About Hollywood Casino at Kansas Speedwayįind out everything you need to know about the casino at Kansas Speedway below! 📍 Address:ħ77 Hollywood Casino Blvd., Kansas City, KS 55111 The casino and sportsbook is partnered with PENN, which works behind the scenes to offer Kansas sports betting and casino gaming at the speedway. Hollywood Casino and Sportsbook at Kansas Speedway is a retail sportsbook in Kansas City, Kansas that offers in-person sports betting in addition to casino games.