OP said he wanted to build one. Building a spectrum scanner or analyser is possible.
He also said he's a beginner. Not so possible.
A beginner building a high quality spectrum analyser? Still possible?
None of that is necessary, unless the noise is actually coming from a tuned circuit acting as a transmitter or an actual transmitter.
Any of the simple circuits posted earlier should do the job, with varying degrees of accuracy.
If you just want a light to flicker when some EMF is detected, use one of the 741 op amp circuits.
The Android circuits could give you a bit more info, such as relative level, if you need that.
If you want a user-built "spectrum scanner", then a $20 SDR would - sort of - work.
I have a couple of those, and they work to scan the spectrum, but:
1. they don't usually do well above 2ghz, and WiFi uses 2.4 and 5 ghz, and
2. they have lots of spikes from harmonics of the SDR and the computer that you use with it.
Most of those spikes won't be the spike you're looking for.
Or, buy a spectrum analyser, a few hundred to a few thousand dollars.