We study the ±J transverse-field Ising spin glass model at zero temperature on d-dimensional hypercubic lattices and in the Sherrington-Kirkpatrick (SK) model, by series expansions around the strong field limit. In the SK model and in high-dimensions our calculated critical properties are in excellent agreement with the exact mean-field results, surprisingly even down to dimension d = 6 which is below the upper critical dimension of d = 8. In contrast, in lower dimensions we find a rich singular behavior consisting of critical and Griffiths-McCoy singularities. The divergence of the equal-time structure factor allows us to locate the critical coupling where the correlation length diverges, implying the onset of a thermodynamic phase transition. We find that the spin-glass susceptibility as well as various power-moments of the local susceptibility become singular in the paramagnetic phase before the critical point. Griffiths-McCoy singularities are very strong in twodimensions but decrease rapidly as the dimension increases. We present evidence that high enough powers of the local susceptibility may become singular at the pure-system critical point.The combination of quantum mechanics and disorder leads to rich behavior at and near zero temperature quantum critical points (QCPs). For example, the one dimensional random transverse field Ising model has a QCP in which average and typical correlation functions have different critical exponents [1,2], and the time-dependence is described by activated dynamical scaling, in which the log of the relaxation time is proportional to a power of the correlation length ξ, rather than conventional dynamical scaling in which the relaxation time itself is proportional to ξ z , where z is dynamical exponent. Distributions of several quantities are very broad at the quantum critical point (QCP) so QCP's with these features are said to be of the "infinite-randomness" type. It has been proposed [3] that infinite-randomness QCP's can occur in dimension higher than 1. It is also proposed [3] that the infinite-randomness QCP can occur in spin glasses, on the grounds that frustration is irrelevant since the distribution of renormalized interactions (as one perform renormalization group transformations) is so broad that only the largest one matters.In addition, singularities can occur in the paramagnet phase in the region where the corresponding non-random system would be ordered. This was first pointed out for classical systems by Griffiths [4], though the singularities turn out to be unobservably weak in that case [5]. However, these singularities are much stronger in the quantum case, as first shown by McCoy [6,7], and can lead to power-law singularities in local quantities in part of the paramagnetic phase. For quantum problems we will refer to these effects as Griffiths-McCoy (GM) singularities. For a review see Ref. [8], and for recent experimental observations of GM singularities see Ref. [9]. In the quantum paramagnetic phase in the limit as T → 0 GM singularities are characteriz...