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如何透過Azure快速打造MLOPS - 謝得威
歡迎來到 DevOpsDay Taipei 2024 共筆
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Learn More →共筆入口:https://hackmd.io/@DevOpsDay/2024
手機版請點選上方 按鈕展開議程列表。
》議程介紹
》填寫議程滿意度問卷|回饋建言給辛苦的講者
Azure MLOps 架構
信義房屋 模型案例
產出規模
模型開發流程
數據流建置
模型上線
架構
MLOps 四個情境
模型訓練
模型管理
模型佈署
模型監控
工具
mlflow → ( 透過 App Configuration Feature Toggle ) 來避免佈署不合格的模型
模型管理
合格模型
模型定期更新及佈署自動化
模型商業及穩定度監控訓練
雲端 MLOps 情境評估
成本
短期低、長期高
聊天區
tags:
DevOpsDays Taipei 2024