Here in AZ, depending on elevation and species, they can be seen all year round. It also depends on what the weather does. The only month I have personally never seen a snake at times is in February, which usually is our coldest month.
In and around the montane area in which I live, they seem to come out at about this time off year, given a steady warmer temps for a good weak or so. Just depends on the weather.