Using Lists is the single most effective tool to change your Twitter experience totally as it cuts out random tweets and focuses more on what you really are looking for.
Let me show you how.
Segregate people you follow into different lists.
For eg, I have a list of "Regular Trade Updates." This focuses on handles that share trades so I can analyze them later.