• WARNING: Tube/Valve amplifiers use potentially LETHAL HIGH VOLTAGES.
    Building, troubleshooting and testing of these amplifiers should only be
    performed by someone who is thoroughly familiar with
    the safety precautions around high voltages.

Eye opening little experiment

More specifically i would say the lower the ESR the better. With these small values, not too hard to find. Also, with this small load i would suspect chokes are overkill - perhaps resistors would suffice. Worth modelling anyway.
 
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The ripple current spikes of the first capacitor after the rectifier diodes are proportional to its capacitance. These spikes contain a lot of spectral components well into the MHz range. They will propagate through the ground conductor or radiated to nearby sensitive components by electromagnetic coupling. Smaller first capacitor - lower amplitude of spikes. The next capacitor gets mostly 100Hz ripple.
 
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It all depends on your priorities: if ripple rejection is your main concern, the lowest impedance components (large cap and small inductor) should be placed upstream. That way, you can come close to the 6dB/octave afforded by isolated reactive components.
However, in real life, you need to take many other factors into account: some have been evoked by the other posters