My experience with ML notebooks in particular has been poor. But most of the publications I read are not in the field of ML, and I tend to prefer ones that use an abstract definition of an algorithm rather than code in any case - whatever the language of the day is, it probably won't be compilable in fifteen years, but the algorithm will probably still be relevant.