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Dask is great! It helped me process numerical functions in data frames and numpy in parallel. I have even attempted to scale it on a cluster and it was just so easy!
It is crucial for data scientists to proactively and consistently communicate with stakeholders to set clear expectations, catch misunderstandings early and bring everyone on the same page.