I started with Creative Memories (CM here on the board). It's a home party company, and she really showed us how to do it. I bought some things there, and then I found other places to buy things. I've learned a few new things, but mostly I stick to the CM method--white pages, and I crop my pics and put them and the paper/stickers/whatever else I'm using on the white pages. Occasionally I use a background page to cover the white, but not often. If you do a search on Creative Memories, you can use the "find a consultant" on their website to find someone in your area; even if you don't like the style, if would be a place to start and learn. Also, if you have a Scrapbook Store in your area, see if they offer classes or workshops; our Michael's has them.
What you really need (in my opinion only, lol) to get started is an album of your choice (you can see and choose one at Hobby Lobby, AC Moore, Michael's, and maybe a JoAnn Fabrics, probably other places) page protectors, some paper, a good paper trimmer, adhesive (I prefer a tape runner, but there is also glue in bottles, glue sticks, and glue pens), and a black pen.
There are different types of albums. I use the CM albums, they are what's called a strap-hinge album; the pages are already in the album, but you can add more. There is a top-loading album, usually like a 3-ring binder, and you get clear sheets to put in it; if you use those, you will need to make your pages on a full sheet of paper, which a lot of people like to do. There are others, but these are the two I've used in the past.
I hope this helps, and I know there will be more replies from people who have been scrapping much longer and know much more than I do! Feel free to ask any questions you have, we've all been new to scrapping and we'd love to help!
~Steph