So here is how to go there more often. Install the Extension!
Once installed it loads some artwork when you open a new tab! Sadly it does not also load Google search so from there you have to click a "bookmark", type in the URL, use your "top sites", or apps. Those are the options you can find buy exploring the extension options.
And of course at the top left keep exploring "Google Arts & Culture"