As of today, the best choice for most people is WordPress. That’s what I use on this site. It’s open source and free.

I feel WordPress strikes the right balance between simplicity and control of content.

Here’s a good article comparing the pros and cons of the different options:

Weblog Tools Collection » Blogging: The Not-So-New Trend