Is there a difference between facts and opinions?

That seems like a question with an obvious answer, but I saw it posited on someone’s Twitter feed earlier. 

They were suggesting that what we consider to be facts are nothing but very strongly held opinions. 

If that were true, it would suggest that what we believe is simply what we believe - ideas that we’ve come to accept as fact based on our own observational, anecdotal or experiential learnings.