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With Dask 2022.01.0 out, the breaking changes discussed in #895 are now out in a stable Dask release. These were resolved by @ayushdg in #898, but have not yet been published in a stable release.
Would it be possible to do another dask-ml release soon so that these breakages are resolved for downstream libraries? For context, this is impacting dask-sql's CI, which depends on the latest stable dask and dask-ml (example of a failing run):