If you want to go WYSIWYG, I think Dreamweaver is keeping up fine with times and it's still one of the most complete tools https://www.adobe.com/products/dreamweaver.html
But these days thanks to the evolution of the web itself, a lot of modern online tools are coming out. For example check the power of https://webflow.com/ I believe that being these new tools "indier" and lighter, they have the chance to keep up faster with the new technologies and best practices of web design!
Of course the best is - before using these tools - knowing about what the best practices (in terms of code) those tools are implementing (if they are) in their rendered code. For example you should learn about how much Twitter Bootstrap [http://getbootstrap.com/] simplified layout design for web for since a couple of years now, and then maybe you will recognize those tools using it in the code they generate, and then you'll feel you can take over by yourself and further change things at your need. Another example is jQuery.
Also, in my opinion, some kind of new fundamental learning/building facilities these days are "developer tools" that come with browsers (Firefox and Chrome). For example check https://developer.mozilla.org/en-US/docs/Tools/Page_Inspecto... You don't know how much you can learn from using them!
But, If you want to get to know even more, and start a journey in a path of learning nothing worked more for me as than this little big interconnected learning path: http://www.bentobox.io/
Hope I updated you a bit with times, good luck! :)