categorical cross entropy

this blog derives it: https://shivammehta25.github.io/posts/deriving-categorical-cross-entropy-and-softmax/ - but I’m sussed cause the final term doesn’t look like: $-{\sum }_{c=1}^M{y}_{o,c}\log (p_{o,c})$ - see cross-entropy loss for the definition of terms