Doing tensor magic without einstein notation will make you shoot yourself, and even you don't someone else will if publish it.
The only real problem I have with it personally is the abstraction of upper and lower indices, which I constantly forget the conventions as to which is which.
This is interesting... I love the notation, but mainly because how upper and lower indices make it easy to distinguish vectors and forms (not that it matters in ML where everything is "euclidean").
Doing tensor magic without einstein notation will make you shoot yourself, and even you don't someone else will if publish it.
The only real problem I have with it personally is the abstraction of upper and lower indices, which I constantly forget the conventions as to which is which.