机器学习架构及训练概览

XiaogangTIAN3软件需求分析软件验证需求挖掘确认系统需求分析系统架构设计系统验证系统集成与集成验证软件需求分析软件验证需求挖掘确认系统需求分析系统架构设计系统验证系统集成与集成验证软件架构设计软件详细设计与单元构建软件组件验证与集成验证软件单元验证硬件需求分析硬件设计硬件需求验证硬件设计验证项目管理风险管理度量过程改进重用产品管理机器学习需求分析机器学习架构机器学习训练机器学习模型测试供应商监控机器学习数据管理机器学习数据管理质量保证配置管理问题解决管理变更请求管理产品发布45MLmodel.csNote2:ThedetailsoftheMLmodelmaydifferbetweentheMLmodelusedduringtrainingMLmodel.cs67MLE.2.BP2:确定超参数范围和初始值。确定并记录超参数范围和初始值，以作为训练的基础。8MLE.2.BP4:定义ML架构要素的接口。确定和记录每个ML架构要素的内部和外部接口，包括其与相关MLE.2.BP5:定义ML架构要素的资源消耗目标。确定并记录所有相关ML架构要素在训练和部署过程中9MLE.2.BP6:建立双向可追溯性并确MLE.2.BP7:沟通约定的ML架构。MLEProcessResearch-6thSYSconferenceChinainShanghai,2ndNovember2023[1]AttentionIsAllYou[1]AttentionIsAllYouNeedTobeselectedmodel:Transformer,Recurrent,Convolution[2]ON[2]ONTHERELATIONSHIPBETWEENSELF-ATTENTIONANDCONVOLUTIONALLAYERSBP3EvaluateMLADBP3EvaluateMLADelementsBP7communicateBP1DevelopMLArchitectureBP2DetermineHyperparameterBP4DefineinterfacesBP6Consistency&TraceabilityBP5ResourceConsumptionMLEProcessResearch-6thSYSconferenceChinainShanghai,2ndNovember2023Embedding…………………BP3EvaluateMLADelementsBP5BP3EvaluateMLADelementsBP5ResourceConsumptionBP7communicate1000…00100…00010…00001…0……0000…00000……BP1DevelopBP1DevelopMLArchitectureBP2DetermineHyperparameterBP4DefineinterfacesBP6Consistency&TraceabilityMLEProcessResearch-6thSYSconferenceChinainShanghai,2ndNovember2023 [3]BERT:Pre- [3]BERT:Pre-trainingofDeep BidirectionalTransformersfor-LanguageUnderstanding TransformerwithContinuousDynamicalModel BP5ResourceConsumptionBP7communicateBP4BP5ResourceConsumptionBP7communicateBP4DefineinterfacesBP1DevelopMLArchitectureBP3EvaluateMLADelementsBP2DetermineHyperparameterMLEProcessResearch-6thSYSconferenceChinainShanghai,2ndNovember2023 https://jalammar https://jalammar.github.io/illustrated-transformer/?BP1DevelopMLArchitectureBP1DevelopMLArchitectureBP2DetermineHyperparameterBP3EvaluateMLADelementsBP4DefineinterfacesBP5ResourceConsumptionBP6Consistency&TraceabilityBP7communicateMLEProcessResearch-6thSYSconferenceChinainShanghai,2ndNovember2023https/docs/stable/generated/torch.nn.LayerNorm.htmlBP6Consistency&TraceabilityBP7communicateBP1BP6Consistency&TraceabilityBP7communicateBP1DevelopMLArchitectureBP2DetermineHyperparameterBP3EvaluateMLADelementsBP4DefineinterfacesBP5ResourceConsumptionmethods.dependingontheMLrequirements.