Good point. However, the author does recommend using open source ML libraries, so applying the techniques may not require some of the implementation knowledge y

Good point. However, the author does recommend using open source ML libraries, so applying the techniques may not require some of the implementation knowledge you suggest. It's likely more relevant to understand the semantic constraints and pitfalls (eg, am I over-fitting right now?) since the work of a small number of talented implementers can be easily reused.