You can find a mixture of written and video tutorials here: Dreamweaver CC tutorials | Learn how to use Dreamweaver CC.
For a wider selection of video tutorials, you might want to consider subscribing to lynda.com. I would also advise against simply trying to "learn Dreamweaver". Dreamweaver is a tool for creating and managing websites with HTML (for the page structure) and CSS (for styling and layout). A solid understanding of HTML and CSS will make working with Dreamweaver much easier than simply following a set of instructions on how to build a particular page.
Did you click on the very first picture to start that tutorial? Every tutorial on that beginning page is within a picture.
If you go to this link: Learn how to make and style a responsive web page in Dreamweaver | Adobe Dreamweaver CC tutorials and scroll to the Learn how to build a responsive web page header, you can play the video just to the right of the block of text. There are 8 videos presented in order that take you through building a website in DW. I hope this helps!