Go to a book page by tapping the cover for the book. Tap “+ Save” and the book will be added to "My Saved Books" which is your own book list that you can find under "Home".
You can also save a book by long pressing the cover anywhere in the app and adding it to "My Saved Books" from the book menu that pops up.