production in the NOvA near detector*

Neutrino cross sections are an essential component to any neutrino measurement. With modern neutrino experiments targeting to measure precision parameters, such as those in long-baseline oscillation experiments like NOvA, the need for a detailed understanding of neutrino interactions has become even more important. Among the neutrino-nucleus interactions, Charged-Current Coherent pion production is currently poorly understood. This talk will give an overview of the status of the Charged-Current Coherent Pion Production analysis conducted with the NOvA near detector based at Fermilab that uses Convolutional Neural Networks (CNN) to identify muons and pions. Since NOvA is a long-baseline neutrino oscillation experiment mainly aimed at measuring electron neutrino appearance in a muon neutrino beam with energy 1-5 GeV, the results of this analysis will be relevant for future experiments in this energy range, like DUNE