Move to HDF5 as model interchange format
Most LIGO software is moving to using HDF5 files as a common interchange data format. This has a number of advantages, with the main one being HDF5's ability to be opened without the entire file being read into memory.
This issue proposes that we start converting training data to use HDF5, and adopt a common naming convention across these.