Schur-Weyl Duality - references

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I'm trying to understand the Schur-Weyl duality. Unfortunately the lecture notes I have don't describe it very detailed. Any good references?

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I was also struggling to find any resources that explicitly even stated the theorem itself, rather than some special case or implication - including the Wikipedia article - until I came across this: http://www.win.tue.nl/~jdraisma/teaching/invtheory0910/lecturenotes12.pdf which gives a bit of an explanation, a statement of the theorem and a proof, starting on p67. Hope this helps.

Also, answers to the seemingly related question [Schur-Weyl Duality ( Classical ) and the Double Commutant reference request ] seem to be helpful.