What was the band name which included the word train from the early to mid nineties?

The band you’re thinking of is likely "Train," which formed in 1994. They gained popularity in the late 1990s with hits like “Meet Virginia” and “Drops of Jupiter.” Their sound blends rock and pop elements, and they continue to be active in the music scene today.