Convolutional Neural Network Single-Telescope Reconstruction for the Large Size Telescope of CTA

In this thesis I propose a full CNN Single-Telescope Reconstruction analysis chain, for the LST of CTA. I compare both simple and state-of-the-art architectures for gamma/hadron separation, energy and direction reconstruction, showing that our analysis chain significantly outperforms the RF algorithm in all three tasks.