To get more skills, select a class and a skill. Level up and then move the skill to the active or passive slot. Then, change your class and all of your skills will remain.
Items remain with new file:
Put all your equipment and money in your house. Save, then quit the game. Delete your file and start a new file. Check your house and all your items will remain from the deleted file.