Thank you Raymond. Do you mean we can verify them in the way like your drawing w0 = w0 -alpha * djdw0 ? And can you help explain “w0 is not the iteration’s weight before-updated, instead, it is after-updated”. I do not understand this sentence. Thanks a lot.