赵弘扬（2）.pdf

1、演讲嘉宾：赵弘扬 阿里云AIAI时代下阿里云大数据演进与发展时代下阿里云大数据演进与发展应用场景层平台层计算服务层基础设施层大规模数据计算大模型智能应用数据可视化消费Data WarehouseData LakeData LakehouseRAGLLMMLOpsData ScienceBIAnalyticsVisualization数据建模开发智能开发助手任务调度运维管理数据血缘元数据服务数据资产管理数据治理/安全智能数据分析智能数据洞察IDE/NotebookNL Analysis&InsightData GovernanceData CatalogTask Ops可视化建模Designer

2、交互式开发DSW大模型工具链 Quick Start场景化最佳实践X-GalleryArtlabVisual WorkflowAIGC ToolchainTemplate WorkshopLLM ToolchainNotebookDataWorks（大数据开发治理平台）PAI（人工智能开发平台）元数据管理安全权限管理DLF公共湖仓元数据服务存储优化IDE/NotebookDataWorksOpenlakePAIMONFile/Table数据上云人工智能平台PAI-AI计算开源大数据平台实时计算云原生大数据平台智能搜索MaxComputeHologres DataWorks数据集成Flink E

3、MR（Spark、StarRocks）PAIMONDLFPAI DLC（分布式训练服务）PAI EAS（模型推理服务）OpenSearchElasticsearchMilvus计算网络存储云原生大数据开源大数据AI搜索阿里云大数据及AI产品一体化大图推动AI转型：数据系统必须具备什么？InterfaceDataAlgorithmComputilityComputility:From CPU to GPUData IntegrationAI PlatformOpenSourceRealtime Cloud Native BigdataSearchDataWorks MaxComputeHolog

4、res Flink EMR（Spark、StarRocks）PAIMONDLFPAI EASPAI DLCMilvusOpenSearchElasticsearchCPUGPUComputility:From CPU to GPUFrom CPU&GPU to Cloud xPUGPUCPUCloud ComputilityInterfaceDataAlgorithmComputilityFrom Relation-Algebra to General ComputingAn Example：MaxCompute Data+AICSVJSONPDF图片音视频数据Data模型Model公共模型用

5、户上传模型内部训练模型远端模型ComputeGPUMaxComputeAI FunctionAI计算异构算力AI算子CPUTableObject TableTableInterfaceDataAlgorithmComputilityData:From Structural to Multimodal DataData:From Structural to Multimodal DataHDFSOSSDELTA LAKEHIVEICEBERGHUDIPAIMONMaxCompute-LakehouseMaxMetaMaxStorageAPIMaxCatalogAPIMaxStorageInter

6、faceDataAlgorithmComputilityInterface:From SQL to Multi-Programming LanguagesHDFSOSSDELTA LAKEHIVEICEBERGHUDIPAIMONMaxCompute-LakehouseMaxMetaMaxStorageAPIMaxCatalogAPIMaxStorageComputeMaxFrameSQL AICPUGPUMaxComputeAI FunctionAI计算异构算力AI算子In