Beyond Model Accuracy: Understanding Applied ML Through Data, Algorithms, and Hardware

Why building a better ML model is not the same as building a better ML system — the D·A·M taxonomy, Iron Law of latency, Roofline model, compression, Return on Compute, and the Chinchilla insight.