ClearML2024构筑未来人工智能基础设施AIInfra的关键考量因素-市场指南英文版24页

TableofContentsTableofContents2Introduction4CriticalConsiderationsforBusinesses5Scalability5Flexibility5CostManagement5ComplianceandSecurity6KeyComponentsofAIInfrastructure6Data&Storage6DataManagement6DataSources6DataPreparation7DataIngestion7RAG/VectorDatabases7DataGovernance8DataMonitoringandObservability8VisualizationandAnalytics8ModelDevelopment&Training8DevelopmentEnvironment9ExperimentManagement9Orchestration9ModelTestingandFine-tuning10Deployment10Models10MLModels10LLMs10Multi-modalModels11ComputerVisionModels11ModelHub11Monitoring&Observability11Observability12Monitoring12ModelEndpointMonitoring12Security&Compliance12RBAC13Compute13Hardware13Copyright©2024byClearML.Allrightsreserved.Alltrademarksarethepropertyoftheirrespectiveowners.2ComputeOptions13ClusterManagement14ResourceManagement14Multi-tenancy15Billing15Interoperability15BaseAIFrameworks16AIInferenceFrameworks16ONNX(OpenNeuralNetworkExchange)16Llama.cpp17vLLM17Triton17IntroducingClearML19HowtoEvaluateAIInfrastructureSol