1 Model,contributionsandrelatedworks Randomfeaturesmodelasa2-layersneuralnetwork. Givennobservations(x1,y1), (xn,yn) withxi Rp andyi Rforeachi=1,,n,theobjectofstudyofthispaperistheestimate bα=argmin