- 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 是华为统一的 AI 开发和部署平台，旨在支持可扩展的生产级推理管道。
这项由讲师指导的培训（线上或线下）面向希望使用 CloudMatrix 平台（整合 CANN 和 MindSpore）部署和监控 AI 模型的初级到中级 AI 专业人士。
培训结束后，参与者将能够：
- 使用 CloudMatrix 进行模型封装、部署和服务。
- 为 Ascend 芯片组转换和优化模型。
- 为即时和批量推理任务设置管道。
- 在生产环境中监控部署并调整性能。
课程形式
- 互动式讲座和讨论。
- 使用 CloudMatrix 进行实际部署场景的实操。
- 专注于转换、优化和扩展的指导练习。
课程定制选项
- 如需根据您的 AI 基础设施或云环境定制此课程，请联系我们安排。
华为云Matrix简介
- 云Matrix生态系统与部署流程
- 支援的模型、格式和部署模式
- 典型用例与支援的晶片组
准备模型部署
- 从训练工具汇出模型（MindSpore, TensorFlow, PyTorch）
- 使用ATC（Ascend Tensor Compiler）进行格式转换
- 静态与动态形状模型
部署到云Matrix
- 服务创建与模型注册
- 通过UI或CLI部署推理服务
- 路由、身份验证与存取控制
处理推理请求
- 批次与即时推理流程
- 数据预处理与后处理管道
- 从外部apps呼叫云Matrix服务
监控与性能调优
- 部署日志与请求追踪
- 资源扩展与负载平衡
- 延迟调优与吞吐量优化
与企业工具整合
- 将云Matrix与OBS和ModelArts连接
- 使用工作流程与模型版本控制
- 用于模型部署与回滚的CI/CD
端到端推理管道
- 部署完整的图像分类管道
- 基准测试与验证准确性
- 模拟故障转移与系统警报
总结与下一步
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
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Estonia - AI Inference and Deployment with CloudMatrix
Finland - AI Inference and Deployment with CloudMatrix
Greece - AI Inference and Deployment with CloudMatrix
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Ireland - AI Inference and Deployment with CloudMatrix
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Italia - AI Inference and Deployment with CloudMatrix
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Nederland - AI Inference and Deployment with CloudMatrix
Norway - AI Inference and Deployment with CloudMatrix
Portugal - AI Inference and Deployment with CloudMatrix
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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
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Malaysia - AI Inference and Deployment with CloudMatrix
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India - AI Inference and Deployment with CloudMatrix
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Chile - AI Inference and Deployment with CloudMatrix
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Guatemala - AI Inference and Deployment with CloudMatrix
Colombia - AI Inference and Deployment with CloudMatrix
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Panama - AI Inference and Deployment with CloudMatrix
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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
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Moldova - AI Inference and Deployment with CloudMatrix
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Tunisia - AI Inference and Deployment with CloudMatrix
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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