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Lab:輕輕鬆鬆體驗 MLOps(with GitLab)

Lab:輕輕鬆鬆體驗 MLOps(with GitLab)

這次在 iThome Cloud Summit 2024 分享了一場工作坊,主題是「輕輕鬆鬆體驗 MLOps」,讓學員試用了一下 GitLab 的 MLOps 相關功能,並且介紹了「軟體開發」與「ML 開發」的不同之處。

Cheng-Wei Chen

July 06, 2024
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  1. Cheng Wei Chen 陳正瑋 炬識科技 / Technology Consultant 《Effective DevOps

    中⽂版》譯者、GitLab Hero、DevOps Taiwan Community 志⼯ https://chengweichen.com
  2. Version Control System Package Registry Artifacts Management Release Dependencies Source

    Code Deploy Appliation Deploy Appliation Deploy Appliation Local Alpha Beta Production
  3. Version Control System Package Registry Dependencies Local ML Team Testing

    Production Testing ML Dependencies Code Code Model Experiments Deploy ML Deploy ML Model Registry Model Experiments System Prod Data Data Pipeline Data for Dev
  4. Version Control System Package Registry Dependencies Local ML Team Testing

    Production Testing ML Dependencies Data for Dev Code Code Model Experiments Deploy ML Deploy ML Model Registry Model Experiments System Prod Data Data Pipeline