Confusion Matrices Confuse me

I will admit that even though I’ve had a few courses on land use/cover classification and accuracy assessments during my Master and PhD, I always get confused about what user and producer accuracy are, and even more so what Kappa is. In trying to assess the accuracy of my phenology based classification of cropland, I…