Introduction to Algorithms by Thomas H. Cormen

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Although this is the most common textbook used in Algorithms course, but it's big problem is the use of pseudo code instead of a common mature language such as Java.

The use of pseudo code is useful when there is no common language (like in 1980s) and thus making the book intended to broad audience, but now I think no CS student that has to take algo course that don't have familiarity with Java.