Vowpal Wabbit 9 is the first major release in over 6 years! There are a number of usability improvements, new reductions, bug fixes and internal improvements here. The Python package has undergone a bit of a modernization with a more understandable module structure, naming and types. Most changes should be non breaking for standard use cases. See here for the Python migration guide.