Here you go
Installing WordPress via FTP (Famous 5-minute Install) - YouTube

The WordPress codex is your friend... Installing WordPress « WordPress Codex

You'll need more than just FTP access. You'll need a mySQL database as well.

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You need database access to install wp, if you cant get that, move hosts.

If you haven't set it up yet, I really like Godaddy for Wordpress. They basically it up for you after you purchase a Wordpress Server account. Costs about $50-65 a year or something to that effect.

I sometimes will use FileZilla to do it though. A little more difficult, but not much. If you search for install wordpress, you should see a few links that will take you step by step.

Thanks for video. I need it to guide my students. But I lazy to do video.

Hello,

Great tutorial and valuable information! Thanks for sharing and explaining!