Is this a load bearing beam?
This gave me a chuckle. (No offense intended)

Is the big steel beam running perpendicular to the joists a load
bearing beam?

It is a beam and the photo shows a load on it, floor joists, and all of that on a post. So YES  it is load bearing beam.
I will leave it to others more knowledgeable and eloquent to explain further.