First, don't buy dumbells off of amazon. as you get stronger, it will cost you a fortune (in shipping alone!). Buy a gym membership.
If you want tone and strength, lift light weights many times. Start low, and go until you have trouble lifting more than a few pounds (or kg or whatever).
DONT forget about lower body as well. You have to stay rounded. You WILL start to look funny if you only work upper body. Free weight exercise is best, but you can use machines at the gym to get started.
DONT forget cardio (heart is the most important muscle, and as your other muscles grow, it needs to be able to supply more blood!) and flexibility. Always stretch before and after you workout, or you wont get toned, youll get bulky in weird places or worse, hurt yourself.
DIET is 85% of your workout. EAT plenty if you work out, don't starve yourself, you NEED the energy. Just eat HEALTHY
LEARN about all of the different muscles in you body, how they move, and connect. when you learn how to isolate each one individually, you will be able to maximize your workout.
sorry about the caps, it just that I see soooo many people at the gym hurt themselves or work their asses off for no gain everyday, and they get so offended when you try and lend a hand! the fact that youre starting and already asking for help puts you miles ahead of most people who ever start!
get a routine down, you will instantly feel better mentally and physically. within 3-4 weeks you will start to notice a difference in how you look. in a years time at 22% body fat you will look like a super model. don't be too concerned about weight, muscle weighs more.
good luck! PM me if you need any advice besides this. (if you have the money for it take a few classes with a good personal trainer, they will help you in ways nobody can over the internet)