HPE Ezmeral Machine Learning Ops
與 DevOps 前的軟體開發非常相似,資料科學組織仍然要耗費大量的時間和精力,才能將專案從開發推進到生產。模型版本控制和程式碼共用必須手動操作,工具和架構也缺乏標準化,這就使得將機器學習模型產品化的過程既繁瑣又耗時。HPE Ezmeral Machine Learning Ops (HPE Ezmeral ML Ops) 擴展了 HPE Ezmeral Runtime Enterprise 的功能,進而為企業機器學習帶來媲美 DevOps 的敏捷性。藉助 HPE Ezmeral ML Ops,企業可以透過實作 DevOps 流程,將其 ML 工作流程標準化。HPE Ezmeral ML Ops 可以為資料科學團隊提供一個滿足其端對端資料科學需求的平台,不僅可以在內部部署、多個公有雲或混合式模型中彈性地執行機器學習或深度學習 (DL) 工作負載,而且可以回應各種使用案例的動態業務需求。
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最新消息
- KubeFlow 1.3 (增強了安全性) 和模型監控
- Spark Operator 附加元件、Spark History Server、Spark Thrift Server、Apache Livy 和 Hive Metastore
- 支援 Delta Lake
- 支援的 Spark 版本:Apache Spark 2.4.7 和 Apache Spark 3.1.2
- 適用於 Apache Spark 的 HPE Ezmeral Runtime Analytics
- 推出 HPE Ezmeral Runtime Enterprise 全新使用者介面;更完善的使用者體驗:改進了資料科學家的使用者體驗;簡化了編碼體驗的套裝程式庫,以及適用於 KubeFlow 的 Notebook Magics 命令
主要功能
更快實現價值
透過直覺式圖形使用者介面管理及佈建基礎架構。
可在幾分鐘內佈建開發、測試或生產環境,而不是幾天。
新進資料科學家可以使用其選擇的工具和語言快速進入工作狀態,而無需建立孤立的開發環境。
提高生產力
資料科學家將寶貴時間用於建立模型及對結果進行分析,而不是浪費在等待訓練工作完成。
HPE Ezmeral Runtime Enterprise 有助於在多租戶環境下確保不會減損準確度,效能也不會降低。
藉由共用程式碼、專案和模型儲存庫,改善協同合作和可重複性。
降低風險
針對運算與資料提供企業級安全性和存取控制。
歷程追蹤可提供模型控管和可稽核性,以符合監管法規。
與協力廠商軟體整合,實現可轉譯性。
高可用性部署可確保關鍵應用程式永不失誤。
彈性十足
根據您的業務需求部署內部部署、雲端或混合式模型。
自動調整叢集規模,輕鬆滿足動態工作負載的需求。
HPE Ezmeral Runtime Enterprise 其他相关内容
HPE Ezmeral Runtime Enterprise 專用的 HPE 參考架構
- 适用于 HPE Ezmeral Container Platform 和 HPE Ezmeral Data Fabric(基于 HPE ProLiant DL360 和 HPE ProLiant DL380 Gen10 服务器)的 HPE 参考架构
- 适用于 HPE Ezmeral Container Platform 和 HPE Ezmeral Data Fabric(基于 HPE ProLiant DL325 和 DL385 Gen10 Plus 服务器)的 HPE 参考架构
- 适用于预测性分析数据管道(基于 HPE ProLiant DL 服务器)的 HPE 参考架构
- 适用于 HPE Ezmeral ML Ops 和 HPE Elastic Platform 的 HPE 参考架构
- 适用于 HPE Ezmeral Container Platform(基于 HPE Synergy)的 HPE 参考架构
适用于 HPE Ezmeral ML Ops(基于 Kubernetes)的 HPE 参考架构
Kubernetes® 是 Linux Foundation 在美國和其他國家/地區的註冊商標,在 Linux Foundation 的授權下使用。LINUX FOUNDATION 和 YOCTO PROJECT 是 Linux Foundation 的註冊商標。

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Big Switch Networks Big Cloud Fabric 系列
The Big Switch Networks Big Cloud Fabric Series is an application that uses hyperscale concepts of scalability, openness and agility to deliver intent-based networking based on SDN controls. By using HPE Altoline open networking switches and 3rd party software, customers may realize up to 50% TCO over legacy networks.
Big Switch Networks Big Cloud Fabric Series delivers zero-touch operations, network automation and deep visibility for data center fabrics and cloud-native applications. Supports physical and virtual workloads and choice of orchestration tools. It provides Layer 2 (L2) switching, L3 routing, and L4-7 service insertion and chaining. The scalable fabric is fully resilient with no single point of failure and supports headless mode operations.

Big Switch Networks Big Cloud Fabric 系列
The Big Switch Networks Big Cloud Fabric Series is an application that uses hyperscale concepts of scalability, openness and agility to deliver intent-based networking based on SDN controls. By using HPE Altoline open networking switches and 3rd party software, customers may realize up to 50% TCO over legacy networks.
Big Switch Networks Big Cloud Fabric Series delivers zero-touch operations, network automation and deep visibility for data center fabrics and cloud-native applications. Supports physical and virtual workloads and choice of orchestration tools. It provides Layer 2 (L2) switching, L3 routing, and L4-7 service insertion and chaining. The scalable fabric is fully resilient with no single point of failure and supports headless mode operations.

Big Switch Networks Big Cloud Fabric 系列
The Big Switch Networks Big Cloud Fabric Series is an application that uses hyperscale concepts of scalability, openness and agility to deliver intent-based networking based on SDN controls. By using HPE Altoline open networking switches and 3rd party software, customers may realize up to 50% TCO over legacy networks.
Big Switch Networks Big Cloud Fabric Series delivers zero-touch operations, network automation and deep visibility for data center fabrics and cloud-native applications. Supports physical and virtual workloads and choice of orchestration tools. It provides Layer 2 (L2) switching, L3 routing, and L4-7 service insertion and chaining. The scalable fabric is fully resilient with no single point of failure and supports headless mode operations.

Big Switch Networks Big Cloud Fabric 系列
The Big Switch Networks Big Cloud Fabric Series is an application that uses hyperscale concepts of scalability, openness and agility to deliver intent-based networking based on SDN controls. By using HPE Altoline open networking switches and 3rd party software, customers may realize up to 50% TCO over legacy networks.
Big Switch Networks Big Cloud Fabric Series delivers zero-touch operations, network automation and deep visibility for data center fabrics and cloud-native applications. Supports physical and virtual workloads and choice of orchestration tools. It provides Layer 2 (L2) switching, L3 routing, and L4-7 service insertion and chaining. The scalable fabric is fully resilient with no single point of failure and supports headless mode operations.

Big Switch Networks Big Cloud Fabric 系列
The Big Switch Networks Big Cloud Fabric Series is an application that uses hyperscale concepts of scalability, openness and agility to deliver intent-based networking based on SDN controls. By using HPE Altoline open networking switches and 3rd party software, customers may realize up to 50% TCO over legacy networks.
Big Switch Networks Big Cloud Fabric Series delivers zero-touch operations, network automation and deep visibility for data center fabrics and cloud-native applications. Supports physical and virtual workloads and choice of orchestration tools. It provides Layer 2 (L2) switching, L3 routing, and L4-7 service insertion and chaining. The scalable fabric is fully resilient with no single point of failure and supports headless mode operations.

Big Switch Networks Big Cloud Fabric 系列
The Big Switch Networks Big Cloud Fabric Series is an application that uses hyperscale concepts of scalability, openness and agility to deliver intent-based networking based on SDN controls. By using HPE Altoline open networking switches and 3rd party software, customers may realize up to 50% TCO over legacy networks.
Big Switch Networks Big Cloud Fabric Series delivers zero-touch operations, network automation and deep visibility for data center fabrics and cloud-native applications. Supports physical and virtual workloads and choice of orchestration tools. It provides Layer 2 (L2) switching, L3 routing, and L4-7 service insertion and chaining. The scalable fabric is fully resilient with no single point of failure and supports headless mode operations.

Big Switch Networks Big Cloud Fabric 系列
The Big Switch Networks Big Cloud Fabric Series is an application that uses hyperscale concepts of scalability, openness and agility to deliver intent-based networking based on SDN controls. By using HPE Altoline open networking switches and 3rd party software, customers may realize up to 50% TCO over legacy networks.
Big Switch Networks Big Cloud Fabric Series delivers zero-touch operations, network automation and deep visibility for data center fabrics and cloud-native applications. Supports physical and virtual workloads and choice of orchestration tools. It provides Layer 2 (L2) switching, L3 routing, and L4-7 service insertion and chaining. The scalable fabric is fully resilient with no single point of failure and supports headless mode operations.

Big Switch Networks Big Cloud Fabric 系列
The Big Switch Networks Big Cloud Fabric Series is an application that uses hyperscale concepts of scalability, openness and agility to deliver intent-based networking based on SDN controls. By using HPE Altoline open networking switches and 3rd party software, customers may realize up to 50% TCO over legacy networks.
Big Switch Networks Big Cloud Fabric Series delivers zero-touch operations, network automation and deep visibility for data center fabrics and cloud-native applications. Supports physical and virtual workloads and choice of orchestration tools. It provides Layer 2 (L2) switching, L3 routing, and L4-7 service insertion and chaining. The scalable fabric is fully resilient with no single point of failure and supports headless mode operations.

Big Switch Networks Big Cloud Fabric 系列
The Big Switch Networks Big Cloud Fabric Series is an application that uses hyperscale concepts of scalability, openness and agility to deliver intent-based networking based on SDN controls. By using HPE Altoline open networking switches and 3rd party software, customers may realize up to 50% TCO over legacy networks.
Big Switch Networks Big Cloud Fabric Series delivers zero-touch operations, network automation and deep visibility for data center fabrics and cloud-native applications. Supports physical and virtual workloads and choice of orchestration tools. It provides Layer 2 (L2) switching, L3 routing, and L4-7 service insertion and chaining. The scalable fabric is fully resilient with no single point of failure and supports headless mode operations.

Big Switch Networks Big Cloud Fabric 系列
The Big Switch Networks Big Cloud Fabric Series is an application that uses hyperscale concepts of scalability, openness and agility to deliver intent-based networking based on SDN controls. By using HPE Altoline open networking switches and 3rd party software, customers may realize up to 50% TCO over legacy networks.
Big Switch Networks Big Cloud Fabric Series delivers zero-touch operations, network automation and deep visibility for data center fabrics and cloud-native applications. Supports physical and virtual workloads and choice of orchestration tools. It provides Layer 2 (L2) switching, L3 routing, and L4-7 service insertion and chaining. The scalable fabric is fully resilient with no single point of failure and supports headless mode operations.
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