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Enabling Self-Service MLOps and Faster ML Delivery at monday.com
技术
- 分析与建模 - 机器学习
- 平台即服务 (PaaS) - 应用开发平台
适用行业
- 教育
- 设备与机械
适用功能
- 销售与市场营销
用例
- 施工管理
- 时间敏感网络
服务
- 数据科学服务
- 培训
挑战
monday.com 面临着很长的价值实现时间以及对开发人员部署机器学习模型的依赖。数据科学团队的工作流程脱节，并且缺乏对部署的控制。
关于客户
monday.com 是一个工作操作系统 (Work OS)，使组织能够创建用于管理其工作的工具和流程。数据团队 BigBrain 负责数据和分析平台以及机器学习计划。
解决方案
monday.com 实施了 cnvrg.io，这是一个 ML 平台，允许数据科学家独立运行端到端 ML 工作流程。它提供了 MLOps 功能、实验跟踪、可定制端点以及简化的模型封装和编排。
运营影响
数量效益
相关案例.
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