AWS机器学习服务发展概述

1、AWS机器学习服务发展概述4 2 %年 增 长(Q32017vsQ32016)$ 1 8 0 亿 +年 收 入( 根据Q32017$45亿收入年化)A W S业 务 进 展201220132015TODAY201420162008200920102011数百万的活跃用户2 0 1 7G A R T N E R全球云基础架构 即服务的魔力象限全球云计算市场44.1%7.7%3 . 0 %1 . 0 %1 . 4 %0.7% 2 . 2 %0.5% 2 . 3 %0.9% 244861827225162801591,017新 发 布200820092010201120122013201420152

2、0161,4302017几乎每天都有新功能快速创新的节奏自2006年起，已推出了4,339 新服务新功能CORE SERVICESIntegrated NetworkingRules EngineDevice ShadowsDevice SDKsDevice GatewayRegistryLocal ComputeConversational ChatbotsVirtual DesktopsApp StreamingSchema ConversionCustom Model Training & HostingImage & Scene RecognitionSharing & Collabo

3、rationExabyte-Scale Data MigrationText to SpeechCorporate EmailApplication MigrationDatabase MigrationRegionsAvailability ZonesPoints of PresenceData WarehousingBusiness IntelligenceElasticsearchHadoop/SparkData PipelinesStreaming Data CollectionETLStreaming Data AnalysisInteractive SQL QueriesDeep

4、Learning (Apache MXNet, TensorFlow, & others)Server MigrationCommunicationsMARKETPLACEBusiness AppsBusiness IntelligenceDevOps ToolsSecurityNetworkingDatabasesStorageAPI GatewaySingle Integrated ConsoleIdentitySyncMobile AnalyticsMobile App TestingTargeted Push NotificationsOne-click App DeploymentD

5、evOps Resource ManagementApplication Lifecycle ManagementContainersTriggersResource TemplatesBuild & TestAnalyze & DebugIdentity ManagementKey Management & StorageMonitoring & LogsConfiguration ComplianceWeb Application FirewallAssessment & ReportingResource & Usage AuditingAccess ControlAccount Gro

6、upingDDOSProtectionTECHNICAL & BUSINESS SUPPORTSupportProfessional ServicesOptimization GuidancePartner EcosystemTraining & CertificationSolutions ManagementAccount ManagementSecurity & Billing ReportsPersonalized DashboardMonitoringManage ResourcesData IntegrationIntegrated Identity & AccessIntegra

7、ted Resource & Deployment ManagementIntegrated Devices & Edge SystemsResource TemplatesConfiguration TrackingServer ManagementService CatalogueQueuing & NotificationsEmailWorkflowTranscodingSearchMIGRATIONHYBRID ARCHITECTUREENTERPRISE APPSMACHINE LEARNINGIoTMOBILE SERVICESDEV OPSANALYTICSAPP SERVICE

8、SINFRASTRUCTURESECURITY & COMPLIANCEMANAGEMENT TOOLSComputeVMs, Auto-scaling, Load Balancing, Containers, Virtual Private Servers, Batch Computing, Cloud Functions, Elastic GPUs, Edge ComputingStorageObject, Blocks, File, Archivals, Import/Export, Exabyte-scale data transferCDNDatabasesRelational, N

9、oSQL, Caching, Migration, PostgreSQL compatibleNetworkingVPC, DX, DNSFacial Recognition & AnalysisFacial SearchPatchingContact Center功能丰富、性能可靠的技术架构平台机器学习亚马逊具有使用机器学习的悠久历史个性化的推荐创造新的客户体验自动供货和库存管理无人飞机语音互动今天在A W S上运行机器学习的客户框架和架构AWS Deep Learning AMIGPU(P3 Instances)MobileCPUIoT (Greengrass)视 觉 : Rekognit

10、ion Image Rekognition Video语 音 : Amazon Polly Transcribe语言:LexTranslateComprehendApacheMXNetPyTorchCognitiveToolkitKerasCaffe2& CaffeTensorFlowGluonA W S机器学习服务一览应用服务平台服务Amazon Machine LearningMechanical TurkSpark & EMRAmazon SageMakerAWSDeepLens底层:框架和界面P2NVIDIATesla V100 GPUsP314X faster than P2 (K8

11、0)5,120 Tensor cores1 Petaflop of compute128GB of memoryNVLink 2.0 (300GB/s)P3 实例AWS深度学习镜像 AMI倾听客户声音， 为客户服务框架KERAS界面G L U O N( O c t o b e r2 0 1 7 )供 机 器 学 习 使 用 的A P IL i b r a r y灵活的命令式结构简单易明白的代码动态图型界面高性能Available in MXNet Coming soon to CNTK机器学习对普通开发者来说太过复杂收集准备 训练数据挑选优化 训练算法设置管理 训练环境调试参数 训练模型部署投

12、产 生产模型缩放管理 生产环境A M A Z O NS A G E M A K E RNEW!方便地构建、训练和部署机器学习模型K-Means ClusteringPrincipal Component Analysis Neural Topic Model ing Factorization Machines Linear Learner - RegressionXGBoostLatent Dirichlet Al ocation Image Classification Seq2SeqLinear Learner - ClassificationALGORITHMSApache MXNet

13、TensorFlowCaffe2, CNTK, PyTorch, TorchFRAMEWORKSS e t u p a n d m a n a g ee n v i r o n m e n t s f o r t r a i n i n gT r a i n a n d t u n e m o d e l ( t r i a l a n d e r r o r )D e p l o y m o d e l i n p r o d u c t i o nS c a l e a n d m a n a g e t h e p r o d u c t i o n e n v i r o n m e

14、n tBUILDG e n e r a l l ya v a i l a b l e对常见问题预设 的notebooks内置的 高效的算法A M A Z O NS A G E M A K E R全托管 自动缩放一键部署一键训练超参优化BUILDTRAINDEPLOYNEW!G e n e r a l l ya v a i l a b l e方便地构建、训练和部署机器学习模型对常见问题预设 的notebooks内置的 高效的算法A W SD E E P L E N SHD video camerainference engineMicro-SD Mini-HDMICustom-designed

15、USB deep learningUSBResetAudio outPower内置含有为深度学习 优化的计算能力 的高清摄像头预置模型的案例、演示和教材开盒后十分钟内 即可开始推算与Amazon SageMaker和 AWS Lambda 集 成10MINNEW!首款为开发者设计的内置了深度学习的无线摄像头Available on next year搜索、分析和组织上百万的图像A M A Z O NR E K O G N I T I O N物体和场景面部分析识别（+） 不雅内容检测名人识别图像中文字识别（+）A M A Z O NR E K O G N I T I O NI M A G EA

16、M A Z O NR E K O G N I T I O NV I D E O方便使用批量视频处理实时视频处理连续训练低成本产生时间标签NEW!实时和批量视频分析G e n e r a l l ya v a i l a b l e 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 2017, Amazon Web Services, Inc. or its A

17、ffiliates. All rights reserved.A M A Z O NT R A N S L A T E实时翻译批量分析自动语种识别低成本A v a i l a b l ei np r e v i e w自动多语种间翻译NEW!A“ P O C K E T ”K N I F EO NA M A Z O N . D EA NO P E NS O U R C EE N G I N ET R A N S L A T I O N :AH A P P YC U S T O M E RW R O T E :A M A Z O NT R A N S L AT EV E R S I O N实时翻

18、译流式文本交互式翻译软件Twitch Chat发送消息Amazon Polly在线翻译接收消息语音合成其他用户其他用户A M A Z O NT R A N S C R I B E支持电话语音产生时间标签智能标点和格式化多种语言识别不同发声人定制词汇自动将语音转换成语法正确的语言(ASR)NEW!A v a i l a b l ei np r e v i e wA m a z o nT r a n s c r i b e :应用场景呼叫中心8Khz通话录音高精度识别使用Amazon Comprehend进行 文本分析在Quick Sight上展示分 析结果AWS LambdaAmazon S3A

19、mazonAthenaA m a z o nT r a n s c r i b eI n t e g r a t i o nw i t hA W SAudio InputAmazon QuickSightAmazon ComprehendA m a z o nT r a n s c r i b e :应用场景VOD字幕广播隐藏字幕语音识别成文本基于时间戳将文本与视频对齐后期编辑/QA翻译成目标语言A m a z o nT r a n s c r i b e :应用场景会议纪要语音识别AmazonElasticSearch建立索引按需查找内容录音存至S3全托管的自然语言处理，从文字中获取意义实体

20、短语语种情绪Amazon ComprehendA M A Z O NC O M P R E H E N DNEW!G e n e r a l l ya v a i l a b l eA M A Z O NC O M P R E H E N DNEW!G e n e r a l l ya v a i l a b l eSTORMWORLD SERIESSTOCK MARKETWASHINGTON新闻库Amazon Comprehend全托管的自然语言处理，从文字中获取意义框架和架构AWS Deep Learning AMIGPU(P3 Instances)MobileCPUIoT (Greeng

21、rass)视 觉 : Rekognition Image Rekognition Video语 音 : Amazon Polly Transcribe语言:LexTranslateComprehendApacheMXNetPyTorchCognitiveToolkitKerasCaffe2& CaffeTensorFlowGluonA W S机器学习应用服务平台服务Amazon Machine LearningMechanical TurkSpark & EMRAmazon SageMakerAWSDeepLensMQTTAWS IoT 1-clickEndpoints网关/PLC云企业应用物件影子规则引擎AWS IoTCoreCA物件影子AWSGreengrassLambda FunctionsMessageRouter近场通信远距离通信Amazon FreeRTOSCA本地资源OPC-UAAdapterIoT SDKAWS IoT Device ManagementAWS IoTAnalyt