I can only see Scene when I wanna open a project, cannot see other windows like hierarchy window, toolbar, project window, inspector window. What should I do to let unity interface show these windows
It looks like you’re in tab fullscreen mode. Try double-clicking the title bar of the scene window; that should fix it.
There is a dropdown button called “layout” in the upper right corner. Click it and select default.