Key milestones in AI model scaling include the conceptualization of artificial intelligence by Alan Turing in the 1950s, the coining of "artificial intelligence" at the 1956 Dartmouth Conference, and the emergence of models with trillions of parameters in the 2020s, significantly advancing computational power and data processing capabilities.