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ML Production Systems
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ML Production Systems

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1.符合資格者將於出貨後三個工作日陸續發送交易訊息通知。2.點數將於廠商出貨後，隔天起算110天後陸續確認發送。3.國際商家之商品金額及回饋點數依據將以商品未稅價格為準。4.國際商家之商品金額可能受匯率影響而有微幅差異。5.禮品卡支付以及使用未授權優惠碼不符合贈點資格。6.點數發送依據及返點上限將以「訂單總金額」計算（不含運費及稅額），不論訂單中有多少商品，於LINE購物皆視為只購買一商品（金額為當筆訂單所有商品加總金額），亦即點數回饋計算並非以coursera實際購買商品數量拆分計算 。7. 同6說明，訂單完成後的顯示金額可能包含部分運費或稅金，可返點金額將以系統回傳金額為準 8.若於商家App下單，不符合LINE購物導購資格。
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商品描述

This Specialization equips you with the end-to-end skills needed to move machine learning models from development into robust production systems. You'll learn to containerize and deploy ML models using Docker and Kubernetes, build RESTful inference services with CI/CD automation, optimize hyperparameters systematically, and construct automated scikit-learn pipelines. The program also covers test-driven development practices for reliable ML code, advanced Kubernetes resource optimization for scalable infrastructure, and Git-based workflows for managing production codebases. Through hands-on projects and practical exercises, you'll gain the MLOps expertise that modern AI teams demand—bridging the gap between data science experimentation and production engineering to deliver ML systems that are reliable, scalable, and maintainable.

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