I just recently finished The Urban Farmer & The Market Gardener. Both were about 200 pages long, but packed full of great information for beginners.
TUF took a Business approach to gardening and how to make $ selling veggies.
TMG is more a scientific approach to gardening, tips, and reasons why to do/not to do certain things.