I attended the "Other Place" but my serious answer is the same for Oxford. Research online which colleges are richest (and most prestigious) and apply there unless you have a strong reason to prefer another college. The richest colleges have more grants, funding and opportunities available to students - you can save thousands of pounds and get access to opportunities just not available elsewhere. (For example I found out early on that my peers at another Cambridge college received a grant for books 3x larger each term than my college did - which in turn was more than another gave all year) - likely the additional additive networking opportunities are equally as valuable. Connections to well known EA's within faculty are probably overrated, unless you can be sure of a close connection to a faculty member for several years (as what Cambridge would call a Director of Studies) you won’t gain a significant advantage and you can pursue the interests outside of your formal study program.
I don't think there's a really an EA reason to pick a certain college. Just pick based on the normal considerations (e.g. where you'll most enjoy living; where you think you fit with the culture / most fun; quality of tutorials & housing & funding; general reputation; academics https://en.wikipedia.org/wiki/Norrington_Table).
I did physics and philosophy and went to Balliol and was happy about that.
The main reason was that Balliol was clearly the phys phil college at that time, with ~5 people studying it each year, out of a total of ~15 in the university. It also had David Wallace, who was a great phys phil tutor (though he's now left). I'd guess it still the biggest phys phil, but haven't checked. It's also well-known for PPE.
I think this was a decent reason to choose it - I appreciated having other phys phils to work with, and they tend to be an interesting bunch (and maybe some of the most naturally EA minded people out there!). I had lots of great tutors too.
I thought at the time that Balliol also does well on other factors: central location, OK housing (though not as nice as the wealthiest ones); culture a bit more lefty; decent academically; good reputation etc.
If I hadn't gone to Balliol I might have gone for Wadham for the social life or one of prestigious ones with beautiful grounds (e.g. Merton, New, Magdalen, St Johns). New seems to have a good combination of features.
It's true these ones are harder to get into than the others, but in Phys Phil they used to have a good 'pool' system, so if you don't get into your first choice college, they'll assign you to another one so long as you're above the bar in general.