Working Dense & Sparse Polynomials extending Polynomial trait

Fixed quotmod in dense polynomials
Added toDense, toSparse capability in Polynomial trait
Added sparse and dense benchmarking
Added sparse and dense tests to check equivalence

Speed now quite fast for dense Polynomials using Doubles with
specialization. I estimate for most functions we see par to 25% worse
performance vs. commons math.