@goxul, thanks! I will make sure not to say anything to impress and be honest with them about what I really know well.
PS - I can definitely derive Backprop from scratch but I'm not sure about other ML algorithms. I know KNNs and Random Forests but not fundamentally deep. I hope they won't ask tough questions related to ML.