为 Big5 咨询公司设计和实施数据湖
技术
- 分析与建模 - 机器学习
- 分析与建模 - 预测分析
适用行业
- 教育
- 设备与机械
用例
- 运动预测
- 预测性维护
服务
- 数据科学服务
- 系统集成
客户
未披露
关于客户
该客户是全球专业服务公司网络的一部分，提供审计税务和咨询服务，其部分业务在澳大利亚进行。
挑战
客户希望将其业务运营数字化。作为其中的一部分，他们需要一个合作伙伴来对 Cortana 分析套件 (CAS) 的数据湖产品集进行技术概念验证。其中一些需求是：
- 将来自多个云租户的数据引入一个位置
- 对这些数据运行描述性和预测性分析
- 为上述事项建立定期时间表和数据组织
- 需要一个统一版本的数据点
解决方案
Aspire 进行了详细分析，并使用数据工厂将来自不同来源的数据导入 Data Lake Store
- 使用 U-SQL 进行描述，使用 Azure 机器学习 (ML) 进行预测分析。它结合了声明式 (SQL) 和命令式 (C#) 编程的强大功能。
- 使用 Azure 数据工厂为数据编排和调度创建多个数据管道。
- Cortana 分析套件 (CAS) 提供了一组集成的组件。
- Azure ML 提供了一套广泛且可扩展的算法，减少了寻找外部来源的需要。
运营影响
数量效益
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