機器學習即程式碼（ML as Code）的時代已經到來：Hugging Face 談開發者導向的 AI 新典範
Original: The Age of Machine Learning As Code Has Arrived
This classic 2021 article from Hugging Face declared the official arrival of the "Machine Learning as Code" (ML as Code) era. The central…
Hugging Face 探討了機器學習從學術研究走向主流軟體工程的轉變。隨著 Hugging Face Hub 等平台的興起，模型、數據集和展示空間（Spaces）都開始採用類似 Git 的版本控制與協作模式。這意味著 AI 開發不再只是科學家的專利，而是轉向以「程式碼為中心」的開發者生態，讓軟體工程師能用幾行程式碼輕鬆整合強大模型。
This classic 2021 article from Hugging Face declared the official arrival of the "Machine Learning as Code" (ML as Code) era. The central argument is that machine learning (ML) is undergoing a fundamental paradigm shift: it is moving from a highly academic, research-oriented field into a mainstream part of software engineering.
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