In Summer 2021 Tyler Schon was supported by the Randy and Sally Knight undergraduate fellowship. He worked with Maria Piarulli and Alessandro Baroni (currently at Oak Ridge National Lab) on a quantum computing project involving the implementation of the Variational Quantum Eigensolver for calculating the ground state energy of the deuteron using two-qubit models. Tyler was able to focus towards noise modeling and error-mitigation. After creating a functional two-qubit VQE algorithm with qiskit quantum hardware, he worked on evaluating depolarizing error channels, thermal relaxation error and a combination of both as sources of adding noise to the models. Towards the end of the fellowship, Tyler explored state-of-the-art quantum error mitigation papers and used linear regression and neural networks to map noisy results to mitigated results.