We calculate the string tensions, mass spectrum, and deconfining temperatures of <i>SO(N</i>) gauge theories in 2+1 dimensions. After a review of lattice field theory, we describe how we simulate the corresponding lattice gauge theories, construct operators to project on to specific states, and extrapolate values to the continuum limit. We discuss how to avoid possible complications such as finite size corrections and the bulk transition. <i>SO(N</i>) gauge theories have become recently topical since they do not have a fermion sign problem, are orbifold equivalent to <i>SU(N</i>) gauge theories, and share a common large-<i>N</i> limit in their common sector of states with <i>SU(N</i>) gauge theories. This motivates us to compare the physical properties of <i>SO(N</i>) and <i>SU(N</i>) gauge theories between 'group equivalences', which includes Lie algebra equivalences such as <i>SO</i>(6) and <i>SU</i>(4), and particularly a large-<i>N</i> equivalence. We discuss the large-<i>N</i> orbifold equivalence between <i>SO(N</i>) and <i>SU(N</i>) gauge theories, which relates the large-<i>N</i> gauge theories perturbatively. Using large-<i>N</i> extrapolations at fixed 't Hooft coupling, we test to see if <i>SO(N</i>) gauge theories and <i>SU(N</i>) gauge theories share non-perturbative properties at the large-<i>N</i> limit. If these group equivalences lead to similar physics in the gauge theories, then we could imagine doing finite chemical potential calculations that are currently intractable in <i>SU(N</i>) gauge theories by calculating equivalent quantities in the corresponding <i>SO(N</i>) gauge theories. We show that the <i>SO(N</i>) and <i>SU(N</i>) values match between group equivalences and at the large-<i>N</i> limit.

In this thesis I will outline various quantum phase transitions in 2D models of magnets that are amenable to simulation with quantum Monte Carlo techniques. The key player in this work is the theory of deconfined criticality, which generically allows for zero temperature quantum phase transitions between phases that break distinct global symmetries. I will describe models with different symmetries including SU(N), SO(N), and "easy-plane" SU(N) and I will demonstrate how the presence or absence of continuous transitions in these models fits together with the theory of deconfined criticality.