Hello,

I am planning to buy office PC desktop for machine learning work. I wonder
if you could provide some recommendation on the computer specs and brand? I
don't need cloud capacity, just a standalone, but powerful desktop.. to
simplify, let's ignore the price.. i can scale down according to budget as
appropriate later..

Just to give a rough ballpark, I ran repeated nested loop (50 outer repeats
x 50 inner repeats, ~35 data points, <10 features) with different
classification algorithms (Logistic Regressions, KNN, SVC, Kernel SVC,
Random Forest) on lightweight office laptop, and as expected, it took a
very long time to complete (it finished during the time I left overnight).
I would like to be able to complete this in a few mins or less maybe? :D..
so that I can quickly assess and modify the code as necessary .. In the
long run, I will also need to do regressions and may use larger data sets
(up to 10^4 data points order of magnitude)...

I guess this is a very vague question, but I will take any tips and
suggestions.

Thank you!
Raga
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