I'm quite the noob when it comes down to this.
I usually open pictures with ms paint, make them smaller % wise and than do a printscreen. I open a new file in ms paint, paste the print screen. select the picture and cut it out to paste into another new ms paint file to save it. This gives small pictures that still look good and take up few space.

I hope this explains it.
Good luck !