Open "Blog design" on your blog. There you can choose a header image, a color scheme and a background image (stretched to fill the screen, or tiled), set how much the background shows through your page, and write the "About your blog" text.
Your avatar and reviewer bio are set in Settings, since they show across the whole site, not just on your blog.