I am new to web design (but not programming)

I am not sure why some websites use tables and others use Div.. and what is a better choice?

I would really appreciate a link to a good tutorial/book on designing the webpage layout and using photoshop to get a “pretty” looking webpage

Thank you I appreciate your help!