JPEG picture format uses many different extensions, with jpg and jpeg being the most common ones. However, some older programs also used jpe suffix which can nowadays confuse users. You can simply rename jpeg to jpe should you wish it, but graphics programs should be able to recognize the file regardless of its extension when you manually open it.
Just keep in mind that the default Windows file associations do not work well for jpe though.