There have been significant recent advances in realizing band structures with geometrical and topological features in experiments on cold atomic gases. We provide an overview of these developments, beginning with a summary of the key concepts of geometry and topology for Bloch bands. We describe the different methods that have been used to generate these novel band structures for cold atoms, as well as the physical observables that have allowed their characterization. We focus on the physical principles that underlie the different experimental approaches, providing a conceptual framework within which to view these developments. However, we also describe how specific experimental implementations can influence physical properties. Moving beyond single-particle effects, we describe the forms of inter-particle interactions that emerge when atoms are subjected to these energy bands, and some of the many-body phases that may be sought in future experiments. 2 VI. Outlook 40 A. Turning to atomic species from the Lanthanide family 40 B. Topological lattices without light 40 C. Other topological insulators and topological metals 41 D. Far-from-equilibrium dynamics 42 E. Invariants in Floquet-Bloch systems 43 F. Open systems 45 VII. Summary 47 Acknowledgments 47 A. Topological bands in one dimension 47 1. Edges states in the SSH model 47 2. Gauge invariance and Zak phase 48 3. Time-reversal symmetry of the SSH model48 4. Adiabatic pumping for the Rice-Mele model 48 5. The Kitaev model for topological superconductors 49 B. Floquet systems and the Magnus expansion 50 C. Light matter interaction 52 D. Berry curvature and unit cell geometry 53 References 54 B A B J J J J J J J J J J J J J