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In this talk I will show how the present two applications of neural networks to the calculations of scattering amplitudes. In the first I will show how combining standard neural networks with factorisation properties of amplitudes can provide a fast, very accurate and robust emulation of tree and one-loop amplitudes. The second application relates to automatically performing integrations with a specific application to sector-decomposed loop amplitudes.