The reader automatically opens the book where you left it last time - I don't know why it is different for you.
Regarding e-book formats, epub is the best, IMO, but don't open it with the default reader - its font rendering engine is not good - choose fbreader or coolreader from the settings instead.
For ebook conversion and management get
Calibre.