How can I create and post my first web page?

I don’t want to use a program like blogspot. I want a freestanding web page (eg., www.mywebpage.com). I have no experience with web design but I’m a fast learner and I have some time to spare. Can anyone recommend a good instruction manual, web site, host/server, etc.?