Yes, but it is not a real cloud, right? IMO, the cloud picture is close to be right, but we have to interpret the cloud correctly. It's not to be understood as if the electron is a continuous entity smeared as a "cloud" over the whole space.
The cloud rather represents the probability distribution for the position of the electron around the nucleus. This is the basics of the Born Rule, which lies at the heart of the Minimal Statistical Interpretation