- 了解AI模型训练工作流程
- 具备Python为基础的机器学习框架经验
- 对云部署概念有基本了解
受众
- AI运维团队
- 机器学习工程师
- 使用华为基础设施的云部署专家
CloudMatrix 是華為統一的 AI 開發和部署平台，旨在支持可擴展的生產級推理管道。
這項由講師指導的培訓（線上或線下）面向希望使用 CloudMatrix 平台（整合 CANN 和 MindSpore）部署和監控 AI 模型的初級到中級 AI 專業人士。
培訓結束後，參與者將能夠：
- 使用 CloudMatrix 進行模型封裝、部署和服務。
- 為 Ascend 芯片組轉換和優化模型。
- 為即時和批量推理任務設置管道。
- 在生產環境中監控部署並調整性能。
課程形式
- 互動式講座和討論。
- 使用 CloudMatrix 進行實際部署場景的實操。
- 專注於轉換、優化和擴展的指導練習。
課程定制選項
- 如需根據您的 AI 基礎設施或雲環境定制此課程，請聯繫我們安排。
華為雲Matrix簡介
- 雲Matrix生態系統與部署流程
- 支援的模型、格式和部署模式
- 典型用例與支援的晶片組
準備模型部署
- 從訓練工具匯出模型（MindSpore, TensorFlow, PyTorch）
- 使用ATC（Ascend Tensor Compiler）進行格式轉換
- 靜態與動態形狀模型
部署到雲Matrix
- 服務創建與模型註冊
- 通過UI或CLI部署推理服務
- 路由、身份驗證與存取控制
處理推理請求
- 批次與即時推理流程
- 數據預處理與後處理管道
- 從外部apps呼叫雲Matrix服務
監控與性能調優
- 部署日誌與請求追蹤
- 資源擴展與負載平衡
- 延遲調優與吞吐量優化
與企業工具整合
- 將雲Matrix與OBS和ModelArts連接
- 使用工作流程與模型版本控制
- 用於模型部署與回滾的CI/CD
端到端推理管道
- 部署完整的圖像分類管道
- 基準測試與驗證準確性
- 模擬故障轉移與系統警報
總結與下一步
United Arab Emirates - AI Inference and Deployment with CloudMatrix
Qatar - AI Inference and Deployment with CloudMatrix
Egypt - AI Inference and Deployment with CloudMatrix
Saudi Arabia - AI Inference and Deployment with CloudMatrix
South Africa - AI Inference and Deployment with CloudMatrix
Brasil - AI Inference and Deployment with CloudMatrix
Canada - AI Inference and Deployment with CloudMatrix
中国 - AI Inference and Deployment with CloudMatrix
香港 - AI Inference and Deployment with CloudMatrix
澳門 - AI Inference and Deployment with CloudMatrix
台灣 - AI Inference and Deployment with CloudMatrix
USA - AI Inference and Deployment with CloudMatrix
Österreich - AI Inference and Deployment with CloudMatrix
Schweiz - AI Inference and Deployment with CloudMatrix
Deutschland - AI Inference and Deployment with CloudMatrix
Czech Republic - AI Inference and Deployment with CloudMatrix
Denmark - AI Inference and Deployment with CloudMatrix
Estonia - AI Inference and Deployment with CloudMatrix
Finland - AI Inference and Deployment with CloudMatrix
Greece - AI Inference and Deployment with CloudMatrix
Magyarország - AI Inference and Deployment with CloudMatrix
Ireland - AI Inference and Deployment with CloudMatrix
Luxembourg - AI Inference and Deployment with CloudMatrix
Latvia - AI Inference and Deployment with CloudMatrix
España - AI Inference and Deployment with CloudMatrix
Italia - AI Inference and Deployment with CloudMatrix
Lithuania - AI Inference and Deployment with CloudMatrix
Nederland - AI Inference and Deployment with CloudMatrix
Norway - AI Inference and Deployment with CloudMatrix
Portugal - AI Inference and Deployment with CloudMatrix
România - AI Inference and Deployment with CloudMatrix
Sverige - AI Inference and Deployment with CloudMatrix
Türkiye - AI Inference and Deployment with CloudMatrix
Malta - AI Inference and Deployment with CloudMatrix
Belgique - AI Inference and Deployment with CloudMatrix
France - AI Inference and Deployment with CloudMatrix
日本 - AI Inference and Deployment with CloudMatrix
Australia - AI Inference and Deployment with CloudMatrix
Malaysia - AI Inference and Deployment with CloudMatrix
New Zealand - AI Inference and Deployment with CloudMatrix
Philippines - AI Inference and Deployment with CloudMatrix
Singapore - AI Inference and Deployment with CloudMatrix
Thailand - AI Inference and Deployment with CloudMatrix
Vietnam - AI Inference and Deployment with CloudMatrix
India - AI Inference and Deployment with CloudMatrix
Argentina - AI Inference and Deployment with CloudMatrix
Chile - AI Inference and Deployment with CloudMatrix
Costa Rica - AI Inference and Deployment with CloudMatrix
Ecuador - AI Inference and Deployment with CloudMatrix
Guatemala - AI Inference and Deployment with CloudMatrix
Colombia - AI Inference and Deployment with CloudMatrix
México - AI Inference and Deployment with CloudMatrix
Panama - AI Inference and Deployment with CloudMatrix
Peru - AI Inference and Deployment with CloudMatrix
Uruguay - AI Inference and Deployment with CloudMatrix
Venezuela - AI Inference and Deployment with CloudMatrix
Polska - AI Inference and Deployment with CloudMatrix
United Kingdom - AI Inference and Deployment with CloudMatrix
South Korea - AI Inference and Deployment with CloudMatrix
Pakistan - AI Inference and Deployment with CloudMatrix
Sri Lanka - AI Inference and Deployment with CloudMatrix
Bulgaria - AI Inference and Deployment with CloudMatrix
Bolivia - AI Inference and Deployment with CloudMatrix
Indonesia - AI Inference and Deployment with CloudMatrix
Kazakhstan - AI Inference and Deployment with CloudMatrix
Moldova - AI Inference and Deployment with CloudMatrix
Morocco - AI Inference and Deployment with CloudMatrix
Tunisia - AI Inference and Deployment with CloudMatrix
Kuwait - AI Inference and Deployment with CloudMatrix
Oman - AI Inference and Deployment with CloudMatrix
Slovakia - AI Inference and Deployment with CloudMatrix
Kenya - AI Inference and Deployment with CloudMatrix
Nigeria - AI Inference and Deployment with CloudMatrix
Botswana - AI Inference and Deployment with CloudMatrix
Slovenia - AI Inference and Deployment with CloudMatrix
Croatia - AI Inference and Deployment with CloudMatrix
Serbia - AI Inference and Deployment with CloudMatrix
Bhutan - AI Inference and Deployment with CloudMatrix