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We specified a very optimistic setup for a data science platform for a client....
Minimum one machine with a 16 core CPU with 64GB RAM to process data.....
Client's IT department: Best we can do is an 8 core 16GB server.
Literally what I have on my laptop.
Data scientist doesn't use any out-of-memory data processing framework, e.g. Dask, despite telling him it's the best way to be economical on memory; ipykernel kills the computation anyway because it runs out of memory.
Data scientist has a 64GB machine himself so he says it's fine.
Purpose of the server: rendered pointless.
rant
data science