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For every big-time research university in the US, there is a big difference between graduate and undergraduate education. As an undergrad at Berkeley, you will not be sitting in lectures with Nobel Laureates. This is not to say that undergrad profs there aren't good at what they do, but don't put too much credence into rankings like this.