This easy-to-understand video tells a story about how an advancement in hardware changed how we write software. It provides a very favorable introduction to Dask and its DataFrame API: Parallel Processing on Your Laptop
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Thanks for sharing @Dakota, that is indeed a very nice introduction to parallel computing and Dask DataFrame API.
And welcome to this forum by the way!