What I had to do was find the "Docker Desktop" inside the Contents folder. This is done by right clicking on the "Docker" inside Applications, and selecting show package contents

Once inside the Contents folder, navigate to "Docker Desktop" by going to the MacOS Folder.

Right click on "Docker Desktop" and create an Alias.

Once Alias is created, move the Alias to Applications folder. Now you can invoke this alias directly.