You can choose exactly who you follow, you get the twitter feed you deserve.
I deleted my Twitter last year and I don't miss it.
Create lists of people (just one if you want the main feed-like experience, several if you want some order and structure). Only look at those lists.
They are chronological, and without the random "suggestions" Twitter likes to put before you.
And then you may come to like tweetdeck.twitter.com, where you can see all those lists side by side, and even have sensible keyboard shortcuts.
(Unfortunately, Tweetdeck may become a paid feature, there have been rumors bout it for quite some time)