与 Neptune 加强医疗保健人工智能系统中的实验跟踪和协作
技术
- 分析与建模 - 机器学习
- 基础设施即服务 (IaaS) - 公共云
适用行业
- 教育
- 设备与机械
适用功能
- 产品研发
- 质量保证
用例
- 实验自动化
- 虚拟培训
服务
- 系统集成
- 培训
关于客户
Theta Tech AI 是一个由七名工程师组成的团队，为医疗保健企业构建人工智能系统。他们专注于开发通用的医疗人工智能系统，并处理各种医学和生物数据集。他们的目标是提高医院的临床效果和效率。
挑战
Theta Tech AI 团队在管理和分析机器学习模型的实验日志方面面临挑战。 AWS CloudWatch Logs 不足以满足他们的需求，导致难以跟踪指标、调试问题、与 Optuna 集成以及向客户传达结果。
解决方案
该团队选择海王星作为他们的实验跟踪解决方案。 Neptune 提供与 Optuna 的集成、实时支持、易于解释的可视化以及轻松的开发。它帮助跟踪 AWS 上的数千个训练作业，为 Optuna 提供交互式仪表板，并提供用于组织实验的分组和过滤功能。设置并与现有堆栈集成也很容易。
运营影响
数量效益
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