Welcome to RCS Becka! This group is full of knowledge and TONS of advice about scrapbooking.
The things that I can think of that you would need to start off with are:
a paper cutter - I like the Fiskars 12" cutter, makes cutting photos & paper so easy because I can't cut a straight line to save my life! acid free adhesive - I like permanent, but some like removable. There's several different brands out there to choose from. I would suggest to stay away from glue sticks. I used glue sticks on my first album and have had to redo that album because the sticky became unsticky. (is 'unsticky' a word??? but you get the picture, I hope) journaling pen(s) - For hand journaling, you'll need a permanent, acid free pen. acid free paper / cardstock - An obvious one! :-) scrapbook album - Another obvious one! :-) There's post-bound, strap-hinge, and spiral-bound. I prefer post-bound, but others prefer strap-hinge or sprial-bound. Just look at all three and see which one you like better.
My biggest piece of advice, is to HAVE FUN. Don't look at this as something you have to do. When I start seeing my layouts as something I HAVE to get done, it's time for me to stop and go back to it later. I have most of my scrapbooking layouts on my photo website below. Feel free to take a look at them.
Again, welcome to RCS!