dask in my opinion comes decently close to better parallel computation in Python, and being beginner friendly. It is immensely compatible with numpy and pandas, and can abstract away a lot of the parallel computation complexities which makes getting up to speed easier.

However, their scheduler really needs speed ups, and they do run into weird data handling bottlenecks in my experience.