First of all, I know that your work speaks for you, and if you have really good papers, you have better chances, but just bear with me, and for the sake of argument lets assume that your research is only one of the points to consider.
I did my undergrad in what could be considered the best University in my Country (Mexico)and got a Magna Cum Laude.
And then, I did my Graduate studies in the University of Tokyo publishing a couple of Journal Papers (I'm really pushing for that 3rd one!)
This question is directed to people in the US, since I'm looking to find a permanent position.
What is the perception Universities in the US have of foreign Universities? I happen to know that UK Universities like Cambridge and Oxford have no problem (for obvious reasons), but a professor friend of mine told me that other Universities are just not that well known. And having a degree from the Hawaii University was better than having a degree from Tokyo University. (As a side note, he is a professor at Haw Univ, and he wanted me to apply over there)
I just want to know how true or false this is, and realistically speaking how hard/easy is to get a position as a postdoc and eventually a full time professor if you are not from a US univ.
For example, do I have the same chances as someone who graduated from a top University (your Ivy leagues, Public Ivy League, MIT, Stanford, etc) or do I least have the same chances as middle range Universities?
As a side note, I have a postdoc in the UCLA lined up, so I guess that'll boost my chances a bit.
Answer
A postdoc in a US institution with letters from US faculty can "reset" much of the potential disadvantage from doing a PhD from a non-Us university.
Having said that, in addition to the "familiarity" issue that @aeismail brings up, there is also the issue of logistics. The effort involved in bringing someone who is outside of US over for an interview is high, so the potential expected payoff bar gets a little higher. In your case, since you'd be in the US, this would no longer be an issue.
But getting back to the basic question: There are a number of foreign universities that are "well known" in the US, and applicants from those schools will not be perceived as weaker in any way. Also, for specific subject areas this can be even more specific (i.e a weak university might have a strong specialization in topic X, and so students working in X will be highly rated).
As for how many PostDocs you need, since you work in machine learning (i.e computer science at large) you should read the "best practices for postdocs" document that the Computing Research Association just put out.
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