The representation complexity of a bipartite graph is the minimum size over all possible ways to write as a (not necessarily disjoint) union of complete bipartite subgraphs $G=\cup_{i=1}^s A_i\times B_iA_i\subset P, B_i\subset Qi=1,\dots, s$. In this paper we prove that if is \emph{semi-algebraic}, i.e. when is a set of points in , is a set of points in and the edges are defined by some semi-algebraic relations, the representation complexity of is $O( m^{\frac{d_1d_2-d_2}{d_1d_2-1}+\varepsilon} n^{\frac{d_1d_2-d_1}{d_1d_2-1}+\varepsilon}+m^{1+\varepsilon}+n^{1+\varepsilon})\varepsilon$. This generalizes results by Apfelbaum-Sharir and Solomon-Sharir. As a consequence, when is -free for some positive integer , its number of edges is $O(u m^{\frac{d_1d_2-d_2}{d_1d_2-1}+\varepsilon} n^{\frac{d_1d_2-d_1}{d_1d_2-1}+\varepsilon}+ u m^{1+\varepsilon}+u n^{1+\varepsilon})$. This bound is stronger than that of Fox, Pach, Sheffer, Suk and Zahl when the first term dominates and grows with . Another consequence is that we can find a large complete bipartite subgraph in a semi-algebraic graph when the number of edges is large. Similar results hold for semi-algebraic hypergraphs.

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