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????? ?? ?????? ?? ?? ?? - AWS Summit Seoul 2017
- 1. ? 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. ??? ?? ??????? IT ????? ?? ???? ?? ??
- 2. ? ???? ?? ?? ???? 2017 ?? ??? ??? ??? ?? ?? ??? ??? ??? AWS ??? ?? -IoT -AI -HPC -Big Data
- 3. Manufacturing IT Trend in 2017
- 4. TRANSFORMATION Click & Mortar O2O ? On-Demand Process Innovation Industry 4.0 Mobile IoT Big Data Machine/Deep Learning Connected Car Self-driving (Autonomous)
- 5. New Computer PC-Computer Smart Phone ?Frictionless Computing No Display! No Keyboard/Mouse! No Touch! Only Recognition! ?? http://ben-evans.com/
- 6. Machine & Deep Learning ?????? ?? ?? ??? ?? ?? ?? ???? ??? ?? ??? ???? ???? ???? ?? ?? http://ben-evans.com/
- 7. 7 ? 4 ? 1 ?? 2 ? 75 ? ??? ???? ??? ?? ?? 1/900 (900 ?)??, ???? ??? ?? ???? ??? 900 ? ?? ??? ??? ???! ?? : Gartner report
- 8. 2017? ??? IT ?? ??? ??? ???? ???? ??? ? ?? ?? ?? ?? ??? ??? ?? ??? ? ??/?? ???? ??? ? ? ??? ?? ?? ??? ???, ??? ???? ¨C not Big & Big Data ?? ?? ????? ???, ?? ??? ??? ??? ?? ? ???
- 9. Global AWS Case Study
- 10. ??? ??????? ?? ?? ????? Predix ?? ?? ??? ??????? ??? ??? IoT ?? ??? ??? ?? ??? ????? ???
- 11. GE? ???? ??????? GE Digital GE Capital Divestiture Alstom Acquisition IT/OT Convergence Cybersecurity Cloud 1 2 3 4 5 6 ¡°??? ?? ?? ??? ?? ??????, ?? ?? ???? ?????/?? ??? ?? ?? ????.¡± Jeff Immelt, GE Chairman & CEO
- 12. 2015? re:Invent?? GE CIO? ?? This is no longer an experiment, it is inevitable, GE CIO, Jim Fowler, Oct 2015 GE? 140?? ??? ??????? ??? ??? ?? ?????? ? 9,000?? ??? ????? AWS? ?? (??? 300? ERP ??) ? ??? 3??? 34?? ?????? 4?? ??? ?? ? Oil & Gas? ?? ?? ?? 52%? ?? ?? ? ???? ?????? ?? ?? 77% ?? AWS? ???? 140?? ?? ? ???
- 13. GE ?? ??? Acceleration ? ??-?? ? ??/?? ???? ?? ??, ??? ??? ??? ???? ? ??? ??? ??? ? ?? ?? ? ?? ???? ??? ??? ??? ? ?? ??? ???? ?????? ? ?? ?? ??: - ?? ?? ? ?? ??? ?? - ?? ??? ??? - ??? ??? - ??? ??? ???? - ????? ??
- 14. New Way Working model DevOps ModelTraditional Model DevOps: myGEAviation -???? ??? ?? ??: 4??? ? ???? -???? ???? ??? ??? ?? 5? ?? -??/?? ?? +240% ?? speed-to-market ??? ??/??, ??/??, ??/?? ?????? ????? ??? ??/??? ???? ????? ?? ??? ????? ???? ??
- 15. ?? ???? ????? ???? ????? ??? P1/P0 98% ??77% ? ?? ?? ?????? ?? ?? TCO 52% ?? 15?? ??? ? ?? 80% ???? ?? 15?? ???? ??? ?? 8? ??? ???? ?? ???? ???? ?? ?? ??? ?? ?? $14M ?? ?? ??M&A ?? ??? DevOps ?? $20M ?? 18 ?? ??? 300+ ? ?? ?? $21M ??& ?? ??? ???? ?? ??? ?? 35% ?? (792) 50?? ? ??
- 16. Philips? ??? ???? ??? ?? ?? ??? ???? ???? ??? ??? ??? ?? ??
- 17. Philips? ??? ???? ??? HealthSuite IoT Architecture based on AWS Digital Platform Service
- 18. Philips? ??? ???? ??? ???? ?? ?? ?? ??? ??? ??? ?? ? 15PB ??? ???? AWS?? ?? ? AWS IoT? ?? ???? ?? ? ?? ??? ?? ? AWS? 700? ????/ ??/???? ?? Cloud is the core foundation of Philips¡¯ Healthcare Platforms:
- 19. Moving from Legacy to Future proof 100+ Sites 3500+ Servers Extremely high Fixed costs Old End-of- term Infrastructure No incentives to Decomm & Modernize Governance 42% 3% 25% 1st tier Datacenter 30% Decommission Infra (??? ??) ?? ??? (Darkroom operated) Workload Split
- 20. ????? ????-???? ????? ? ¡°Break-Fix¡± ? SLA ?? ?? ??? ? ??? ?? ???? ? ??? ??? ??? ?? ?? ? ??? ?? ? ?? ??? ? ?? ?? ?? ? ¡°after the fact¡± ?? ? ¡°Always On¡±? ?? ?? ? SLA ?? ?? ??? ? ?? ?????, ??? ?? ? ?? ?? ?? ??? ? ???? ??? ? ??? ?? ?? ? ¡°???¡° ?? & ??Does not represent a Philips location
- 21. Creating a Landing Zone - Internet Centric Networking The Internet Sites Private Network ¨C Provider Internet Edge SaaS Cloud ISP Cloud Gateway 1 Cloud Gateway 2 Cloud Gateway N Partner Tier1 DC siteMPLS Direct Connect MPLS
- 22. JohnDeere?? ??? ??? ??? MyJohnDeere platform Intelligent farming ???? ??? ?? ??? ??? ??? ??
- 23. JohnDeere?? ??? ??? ??? Remote Control ?? ?? Mobile Connect ??? ?? Seamless Analysis ??? ?? ??? ???? ?? ???? ???? Precision Agriculture ?? ?? ??
- 24. JohnDeere?? ??? ??? ??? Connected Mobile Networks JDLink telematics ? JDLink telematics ?John Deere Farm Sight ? MyJohnDeere Platform
- 25. ?? ??? ¨C John Deere ? ?? ?? ? ?? ? ?? ?? ? ??? ?? ? ?? ???? ?? ?? ? ?? ? ???? ?? ?? ?? ? ?? ?? John Deere?? ?? ?? ??? ?? ??? Patrick Pinkston? 178? ? ? ??? ??? ??? ????? ?????? ???? ??. John Deere? AWS IoT ???? ?? ?? ?? ? ?? ??? ?? ???? ?? ?? ??? ??? ? https://www.youtube.com/watch?v=uq4kQPsM4cQ
- 26. Case & Trend Analysis
- 27. ??¡¤????? ????? ????? Product Service Platform & Eco ??? ?? ?? ??/?? ?? ??? John Deere? ?? ??? ??? ? ???? ??? ?? ??? ?? ??? ???? ???? ?? ???? ???? ?? ??? ??? ??? ??? ?? : https://hbr.org/2014/11/how-smart-connected-products-are-transforming-competition
- 28. Smart, Connected Product? ?? ? ????-??-???-??? 4??? ?? ? ? ??? ?? ??? ??? ???? ?? ? ?? ?? ??? ?? ??? ?? ???? ??? ???? ??? ????? ? ???? ?? ? ?? ??? ??? ?? ??? ??? ???? ??: ? ?? ?? ? ?? ?? ? ?? ?? ? ?? ????? ???? ?? ??? ?? ?? ? ?? ?? ?? ?? ?? ???? ?? ?????? ?? ?? ??: ? ?? ?? ?? ? ??? ??(UX) ??? ???? ? ?? ??? ?? ?? ??? ????? ?? ?? ?? ??: ? ?? ?? ?? ? ?? ?? ??, ??? ? ?? ????, ?? ? ??? ??? ???? ?? ?? ??: ? ??? ?? ?? ? ? ?? ? ????? ??? ?? ?? ?? ? ??? ?? ?? ? ??? ? ?? ?? ? ??? ? ? ??? ??? ?? : https://hbr.org/2014/11/how-smart-connected-products-are-transforming-competition
- 29. ??? ??? ???? ?? : https://hbr.org/2014/11/how-smart-connected-products-are-transforming-competition ???, ???? ?? ??, ??, ?? ? ?? ??? ?? ??, ??, ???? ?? ? ?? ??? ?? ??? ??, ???? ?? ? ?? ??? ??? ??? ??? ???, ??? ?? ??? ?? ?? ?? ?? ?? ?? ??, ??, ?? ?? ?? ?? ?? ? ?? ?? ?? ??? ???? ?? ?? ?? ?? ?? ? ?? ?? ??? ?? ???? ?? ??? ????? ?? ???? ?? ??? ?? ?? ?? ?? ?? ?? ? ??? ??? ?? ?? SW ????? ? ??
- 30. Product+Service+Plattform? ?? ???? ?? : https://hbr.org/2014/11/how-smart-connected-products-are-transforming-competition
- 32. IT? OT?? ?? OT IT CONVERGENCE ¡ ¡ Transactional data: orders, supply network, product design ¡ MATERIALS & TRANSPORT CONTROLLERSSENSORS, ACTUATORS MACHINES & EQUIPMENT FINANCIALS HR LOGISTICS QUALITY CRMERP Real-time data: control, safety, security ¡ IoT = IT+OT ? The Connected Enterprise
- 33. ??? Supply Chain ?? ?? ? Input batches ? Processing temperature, humidity, pressure ? Dimensions ? Weight ? Strength ? Date of shipment ? Carrier ? Shipping service ? Batch ID Commodity ? Input batches ? Processing temperature, humidity, pressure ? Dimensions ? Weight ? Strength ? Date of shipment ? Carrier ? Shipping service ? Serial no. Part ? Input serial no. ? Processing temperature, humidity, pressure ? Dimensions ? Weight ? Date of shipment ? Carrier ? Shipping service ? Serial no. Module ? Model ? Configuration ? Input serial no. ? Processing temperature, humidity, pressure ? Dimensions ? Weight ? Destination ? Dealer, customer ? Chassis no. Product ? Tracking ID ? Label ? Pick-up station ? Delivery station ? Current location ? Environmental data ? Tracking ID ? Label ? Pick-up station ? Delivery station ? Current location ? Environmental data ? Tracking ID ? Label ? Pick-up station ? Delivery station ? Current location ? Environmental data AWS Kinesis
- 34. ??? Supplier Networks Analytics ??? ?? ??? ?? ? ??, ?? ??/OEM/?? ??? ???? ?? ??? ? ?? ??? ?? ??? ?? ? ??, ?? ?? ?? ?? ?? ??? ?? ?? ??? ??? ???? ???? ??? ?? ??? ???? ??? ?? ? ?? ??? ?? ? ??? ??? ?? : Kinesis ? ?? ? ???? ???? ????? ???? : S3 ? ??? ?? ??? ?? : EMR ? ?? ????? ?? ?? : Redshift ? SAP? ?? ?? ?? ???? ??? ??? ??? ??? ?? ? ?? ??? ???
- 35. Engineering Workplace: PLM ?? ?? ??? ?? ??? ??? ?? (?????~?? ??~?? ? ???) ??? ??? ??? ?? OEM, ??? PLM ???? ?? ??, ????? ??? ?? ??, ?? ?? ???? ? ?? ? ?? ???? ?? ? ?? PLM ?????? EC2, RDS ? VPC ????? ???? ?? ??? ? ?? ???? ??? ???? ???? ?? ?? ?? S3 / Glacier ? ??? ?? ??? (Siemens, Dassault ?? PTC? ?? PLM ?? ??, ?????? ?? ??, ??? ???? ??? ?? ??) ? ??? ?? ?? ????? ??? ??? ??? ??? ??
- 36. PLM: Siemens Teamcenter on AWS ? Full Cloud or Hybrid ?? ? Training, Dev & Test, HA Production, Disaster Recovery Siemens Frameworks and Best Practices
- 37. Engineering Workplace: ????? P2C4 ????? HPC ???? ? ??? ????? ????? ? ?? ??? ????? ??? ? ?? ??? ?? ???, ??? ??? ???? ??? "n+1"????? ??? ?? ?? ??, ?? ???? ?? ??? ??: ????? ????? ???? ????, CPU? ??? ??? ? ??? ?? ? C4 ???? : CPU ??? (??) ? P2 ???? : GPU ??? (????) ? ??(Spot)?? ?? ?? ?? ? ??? ?? ?? ?? CPU, ???? ? ???? ??? ?? ??? ??? ???? ?? ??
- 38. Engineering Workplace Simulation ?? ¡°????? ??? ???? ?? ?? ? ??? ??? ?????.¡± - Ayumi Tada, IT System Administrator, Honda R&D ? ?? ? ?? ?? ????? ? ?? ? ??? ????? ? ?? ?? ?? ? ??? ? ???? ????? ??? ??? ????? ? AWS Spot? ?? ?? HPC ???? ?? (?? 1000 ?? C3 ????) ? ?? ??? ??? ?? ???? ?? ????? ?? ?? ?? ?? ?????
- 39. ???? ????? AWS ??? High Performance Compute Internet of Things Modeling and Simulation Archive Correlation Analysis Mobile DeviceVarious Sensors HTTPS Device Persistent Stream Intelligent Services By Deep Learning Artificial Intelligence Connected, Automated, Control Big Data Micro Data
- 40. ??? IoT ?? ?? IoT ?? ?? ?? ??? ??, ??? ?? ?? ??? ?? ?? ?? ??, ??? ? ?? ?? ?? IoT ?? ?? ?? ??? ? ??? ?? ?? ?? ?? ?? ??, ??? ?? ?? ?? ??? ?? ?? ? ?? ?? ?? ?? ?? ??? ? ?? ??
- 41. ??? ƒÈ IoT ? ?? ?? (?? ??? ??) ? ???? ???? (?? ?? ??) ? ?? ??? (?? ??? ??) ? ??? ?? (?? ?? ??) ? ??? ?? (?? ?? ??) ? ?? ?? (?? ??? ??) ? ?? ??? (?? ???) ? IoT ?? ?? (OTA ?? ?? ? ?? ??) ?? OEM ?? ?? ?? ?? ???/?? ??
- 42. IoT ?? ?? ??? ?? ?? ?? ?? ??? ??? ????
- 43. A Flywheel For Data Machine Learning Deep Learning AI Better Products Better Analytics Object Storage Databases Data warehouse Streaming analytics BI Hadoop Spark/Presto Elasticsearch More Users More Data Click stream User activity Generated content Purchases Clicks Likes Sensor data
- 44. A Flywheel For Data Machine Learning & Artificial Intelligence Big Data Analytics More Users Better Products More Data Better Analytics
- 45. Machine Learning ?? ?? Collect Validation data Test dataTraining data Model training Model validation Final predictions ?? ????? ??/?? ??? ??? ??? ?? ?? ?? ?? ?? ?? Data Output Computer Program ??? ?? ?? ???? ???? ???? ?? processing Use Case ??? ?? ?? ?? ?? ASIN ?? ?? ?? ?? ?? ??(???)
- 46. ??? ?? Deep Learning ¨C Advanced ML Neural Networks : A collection of simple, trainable mathematical units that collectively learn complex functions Where traditional machine learning focuses on feature engineering, deep learning focuses on end-to-end learning based on raw features
- 47. The Advent of Deep Learning Algorithms Data Programming Models GPUs & Acceleration image understanding natural language processing speech recognition autonomy
- 48. Amazon AI Suite Intelligent Services Powered By Deep Learning
- 49. HPC? ???? AWS HPC ????? AWS ??? ??? ?? ??, ???, ????, ???, ????, ?? ???, ???, ?? ?? ? HPC? ???? AWS ? ???? ? ?????, ????, ?? ?? ? ?? ?? ?? ? ?? ?? ? ??? ?? ? ?? ? ?? ??
- 50. HPC - ??? ??? ?? ?? ??? ??? ??? ????? ??? ? ???, ?? ??? ??? ?? ?? ? ??? ?? ??, ??, ??? ?? ? ??? CPU, ????, ???? ?? ? ??? ??? ???? ???? ?? ISV? ??? ????? Modeling and Simulation
- 51. HPC ????? ????? ???? ?? ?? Cloud for HPC Scalability Cloud for Secure Global Collaboration Cloud for Big Data Amazon Linux ?? 3.10 ?? ??? Linux kernel ?? OS ?? P-states? ???? ???? ??? ?? CPU ???? ???? CPU ?? ??? ?? Intel MPI ?? ???? ?? ? ??? MPI ????? ?????? ?? ?? ??? ?? ?? ?? ?? ???, ?? ?? ?? ?? ?????? ?? EC2 ???? ????? ?? ?? ???? ?? ?? ?? ?? ?? ?? ??? ??? 1M PPS ??? ??, ???? ? ?? ?? ?? Proprietary Elastic Network Adaptor ?? 20Gbps, 30Gbps ?? ?? AWS ?? ???? ??? ????
- 52. Migrating HPC to AWS Shared File Storage Cloud-based, auto-scaling HPC cluster on EC2 License managers and cluster head nodes with job schedulers 3D graphics virtual workstation AWS Direct Connect On-Premises IT Resources Thin or Zero Client - No local data - Storage CacheAmazon S3 and Glacier
- 53. AWS? Big Data ?? Amazon S3 Amazon Kinesis Amazon DynamoDB Amazon Redshift Amazon Elastic MapReduce ? ???? ?? ? ???? ???? ? ??? ? ??? 99.999999999% ? ??? ?? ? ??? ????; ??? ? ?? ?? ? EMR, S3, Redshift, DynamoDB ?? ? NoSQL DB ? ??? ??? ? ?? ???? ? ??? ? ?????? low-latency ? ??? ??? ????? ? ???? ? ????? ? ?? 1 ?????? ?? ?? ????? ??: $1,000 ? Hadoop/HDFS ???? ? Hive, Pig, Impala, Hbase ? ??????? ??, ?? ?? ? ????, ?? ? S3, DynamoDB, Kinesis? ???? ??
- 54. Legacy Data Architectures Exist as Isolated Data Silos Hadoop Cluster SQL Database Data Warehouse Appliance
- 55. Data Lake ???? ?? What is Data Lake? ???, ?? ??? ?? ? ??? ??? ??? ????
- 56. Building a Data Lake on AWS Kinesis Firehose Athena Query Service
- 57. Data Lake ?? ??? ????? ???? ?? ??? ?? ??? ?? ? ?? ?? ???? ??? ??? ?? ??? ???? ?? ?? ?? ??? ??? ?? ?? ??? ?? ??? ???? ? ???? ?? ? ??? ?? ?? ?? ???? vs ??? ???-?-???? ?? ???-?-??? ?? ??? ??? ?? ?? ???? ??? ???
- 58. ?? ??? ???? 2017 ?? ??? ??? ??? ?? ?? ??? ??? ??? AWS ??? ?? -IoT -AI -HPC -Big Data
- 59. ? ??? ?? ?¡ AWS? ??? ??? ?? ??? ???? ???? ??? ???? ??? ??? ???
- 60. Thank you! ?? ???? ?????!