cnvrg.io > 实例探究 > 在 monday.com 启用自助服务 MLOps 和更快的 ML 交付

在 monday.com 启用自助服务 MLOps 和更快的 ML 交付

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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
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。
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。
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
  • With cnvrg.io, the data scientists at monday.com were able to get models into production on their own, instead of waiting on developers to deploy. This increased the data scientists' ownership of the end-to-end ML lifecycle and reduced time waiting to understand model performance. With cnvrg.io's MLOps capabilities, the BigBrain team has been able to take on more projects that have directly impacted business units from marketing to customer support, as well as enhanced the product experience with personalization and summarization applications. The solution also made it easier to adopt a multi-model endpoint pattern for efficient serving and shortened the time to see results from the modeling work.

数量效益
  • Cut engineering bottlenecks by 100%

  • Accelerated time to consumption

  • Reduced time spent on technical configurations and infra setup by 80%

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