  The aim of this paper is to prove an improved version of the bounded
differences inequality for matrix valued functions, by developing the methods
of Mackey et al.: "Matrix Concentration Inequalities via the Method of
Exchangeable Pairs". Along the way, we prove new trace inequalities for the
matrix exponential.
