Get a Chain Tensioner too.
If you get a frame with horizontal dropouts then you will need one of these. http://www.danscomp.com/products.php?cat=PARTS&show=ChainTensioners
If it has vertical dropouts you need a kit like this. http://www.pricepoint.com/detail/15164-075_RENRL6-3-Parts-664-Single-Speed-Parts/Rennen-Rollenlager-Single-Speed-Chain-Tensioner.htm
Those will keep your chain tight. With horizontal dropouts you can do it by hand and just tighten it up a lot. But it is way easier to keep it tight, and a bit more safe if you aren’t using brakes to have a chain tensioner doing the hard work.
You will also need a rear cog, since that set doesn’t include one.
For just starting off I would go with a slightly larger cog, as it will make it a bit easier to control the bike.
I would also start with at least a front brake. I just got a new fixie, and I must say I’m wanting a brake already. I can ride it and skid no problem, but I also haven’t been in any really dangerous spots yet. It is kind of like having a helmet. You may never hit your head, but if you do, you will be happy you have one.
The chain they are supplying you with is also a pretty cheap one, and if you aren’t using a brake then I would put the money into a nicer chain like a Sram SS chain, again it is an insurance thing, you don’t want your chain to snap and there is a lot more pressure going into a chain on a fixie.
Also don’t be a fixie hipster, get a real bike frame, make sure it fits you, or you will be complaining later.
For pedals you will probably be using cages to start, so make sure you get a pair that are comfy. I have crappy cages on my new bike and they dig into my toes on my front foot when I try and skid, so make sure you get some nicer ones.