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© 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
Michele Alessandrini
Sr. Solutions Architect, Amazon Web Services
Fabio Fantauzzi
Accenture
AWS IoT e Industry 4.0: casi d'uso di
successo
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
What we’ve seen this past year
Internet
of
Things
Serverless
Artificial
Intelligence
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Why are customers building IoT
solutions?
Revenue Growth
IoT data drives business growth Operational Efficiency
IoT data improves OpEx efficiency
New services &
business models
Products that get
better with time
Better relationship
with customers
Increased
efficiency
Intelligent
decision making
Data driven
discipline
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
In what categories are customers?
IoT customers
Consumer Commercial Industrial
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
IoT solutions are complex and multidimensional
Connecting,
communicating,
securing
Devices &
sensors
Infrastructure
providers,
building blocks
Connectivity &
infrastructure
Incisive,
actionable,
predictive
Analytics
& insights
Engage,
empower,
delight
Applications
& services
Business
transformation,
cultural change
Change
management
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Devices
and sensors
• GPS, RPM, speed, tire pressure, …
• CANbus, ODB2, J1939, …
Connectivity
and infrastructure
• Telco (2G>5G, NB-IoT,…)
• Satellite
Connected transport
Key dimensions
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Devices
and sensors
• Video Streaming, Voltage, Amperage,
temperature, Smoke, …
• BACnet, Modbus,…
Connectivity
and infrastructure
• Ethernet
• WiFi, ZigBee, Z-Wave, …
Connected spaces
Key dimensions
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
IoT use-case categories
Connected Home
Connected
Buildings
Connected Cities
Connected
Spaces
Connected Vehicle
Connected Fleet
Connected Transit
Connected Insurance
Connected Freight
Connected
Transport
Connected
Manufacturing
Connected Asset Mgmt
Connected Worker
Connected Agriculture
Connected Energy
Generation
Connected
Operations
Remote Patient Monitor
Wellness & Prevention
Connected Pharma
Intelligent Health
Connected
Health
IoT Payment &
Data Security
Connected Contextual
Commerce
Connected
Commerce
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
What are the Three pillars of IoT?
Things
Sense & Act
Cloud
Storage & Compute
Intelligence
Insights & Logic → Action
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
What are the Three pillars of IoT?
Cloud
Storage & Compute
Intelligence
Insights & Logic → Action
Devices
Sense & Act
AWS IoT
Core
AWS
Greengrass
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
AWS IoT
1-Click
What are the Three pillars of IoT?
Cloud
Storage & Compute
Intelligence
Insights & Logic → Action
Devices
Sense & Act
AWS IoT
Core
AWS
Greengrass AWS IoT
Analytics
Amazon
FreeRTOS
AWS IoT
1-Click
AWS IoT Device
Management
AWS IoT
Device
Defender
AWS IoT
1-Click
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Using Personas as a Map
Operations
Analyst
Fleet
Manager
Device
Engineer
Security
Engineer
Cloud
Developer
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Who is the Device Engineer?
Primary Goal
Write, test, and fix code that will live in
physical devices, specifically microcontrollers
and gateways.
• Embedded programming
• Hardware
• Security
Skills
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon FreeRTOS
Amazon
FreeRTOS
Secure
Updateability
Security
libraries
Local/Cloud Connectivity
libraries
Based on
FreeRTOS Kernel
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Architecture
Amazon
FreeRTOS
Microcontroller
Amazon
FreeRTOS
Microcontroller
AWS
Greengrass
Gateway
AWS IoT
Core
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Who is the Fleet Manager?
Primary Goal
Keep all devices updated and running smoothly,
while minimizing the risk of bricking entire groups
of devices and damaging our brand.
• Cloud Programming
• Scripting
Skills
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
AWS IoT Device Management
AWS IoT Device
ManagementReal-time fleet index
& search
Fine grained job manager
(Over the air updates, device
monitoring & logging)
Batch fleet provisioning
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Architecture
Amazon
FreeRTOS
Microcontroller
Amazon
FreeRTOS
Microcontroller
AWS
Greengrass
Gateway
AWS IoT
Core
AWS IoT
Device
Management
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Who is the Operations Analyst?
Primary Goal
Produce reports and dashboards for my leadership
team that contain visualization. Run ad-hoc
analyses to get quick answers to hard questions.
• Manipulate Business Analytics tools and
visualize data
• Use scientific & statistical computing
tools, SQL queries, and scripts for
complex, ad-hoc analyses.
Skills
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
AWS IoT Analytics
Visualization and
analysis
AWS IoT
Analytics
Data filtering, pre-
processing and
enrichment
Fully managed storage
(raw and structured)
IoT data collection from
multiple sources
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Architecture
Amazon
FreeRTOS
Microcontroller
Amazon
FreeRTOS
Microcontroller
AWS
Greengrass
Gateway
AWS IoT
Core
AWS IoT
Analytics
AWS IoT
Device
Management
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Who is the Security Engineer?
Primary Goal
Manages security mechanism end to end
starting at the hardware level up to business
application users.
• AWS Services (IAM + IoT policies)
• Security libraries
• Security tools
Skills
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
AWS Device Defender
AWS IoT Device
Defender
Mitigate by taking
actions
Identify anomalies
Generate alerts
Monitor device behaviors
and configurations
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Who is the Cloud Developer?
Primary Goal
Creates IoT applications that can be
accessed through web/mobile. Offers high
value services on top of IoT systems.
• Frontend programming
• Backend programming
• Serverless
Skills
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
AWS IoT 1-Click
AWS IoT
1-Click
Create applications
using AWS Lambda
Securely connects to
the Cloud
Fleet identification
and reporting
Ready out-of-the-box
hardware
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
IoT services on AWS - Better together
Serverless Artificial
Intelligence
Internet
of
Things
AWS
Lambda
Amazon
Kinesis
Amazon
Athena
Amazon
QuickSight
Amazon Lex Amazon
Polly
Amazon
Rekognition
Amazon
Machine Learning
Amazon
Cognito
AWS
Device Farm
Amazon API
Gateway
Amazon
Pinpoint
© 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
Predictive Maintenance in Wartsila
Fabio Fantauzzi
Accenture
© 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
Client company profile
Wärtsilä is a global leader in smart technologies and complete lifecycle solutions for the marine and energy markets. By
emphasising sustainable innovation, total efficiency and data analytics, Wärtsilä maximises the environmental and
economic performance of the vessels and power plants of its customers. In 2017, Wärtsilä’s net sales totalled EUR 4.9
billion with approximately 18,000 employees. The company has operations in over 200 locations in more than 80 countries
around the world. Wärtsilä is listed on Nasdaq Helsinki.
Wärtsilä Marine Solutions enhances
the business of its marine and oil & gas
industry customers by providing
innovative products and integrated
solutions that are safe, environmentally
sustainable, efficient, flexible, and
economically sound.
Client Business
Wärtsilä Energy Solutions is a leading global
energy system integrator offering a broad range of
environmentally sound solutions. Our offering
includes ultra-flexible internal combustion engine
based power plants, utility-scale solar PV power
plants, energy storage & integration solutions, as well
as LNG terminals and distribution systems
Wärtsilä Services provides high-quality
lifecycle services that enhance
customers’ business. Its broad range of
services supports both shipping and
power generation companies, whenever
and wherever needed.
© 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
Value Proposition of the Use Case
Value Proposition is to predict engine running hours & future service needs
from AIS and engines data. The expected benefits / role are listed below.
Wärtsilä Account Manager Wärtsilä Product Sales Wärtsilä Customer
Identify opportunities for
Service Sales at the right
time.
Maximixe scope of services
and spare part sales
1
2
Focus on right opportunities
Reduce manual work in
estimating service schedules
& free up time for more value
adding sales activities
3
4
5
6
Relevant insights at
the right time from
Wärtsilä
Ease of doing
business with Wärtsilä
© 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
Business Value
BUSINESS VALUE BUSINESS IMPACTS CAPABILITIES BUSINESS METRICS
• Significantly improve as well as
fully automate service need
estimate for every vessel in
scope by Wärtsilä Service Sales
• Enable Wärtsilä Service Sales
Management to fine tune rules
on when to raise opportunities
and define the priorities and
scoring for the opportunities
based on multiple parameters
• Opportunities Created Earlier to
Pipeline ()
• Average value of Service Offers
()
Ability to Contact
customer with right offer
at right time
Maximize the portfolio of
Wärtsilä Services in
Offers
INCREASE
SERVICE &
SPARE PART
SALES BY X%
• Amount of Qualified Service
Opportunities for Overhauls ()
Free up Product Sales
time by reducing manual
estimation effort
Value Hypothesis:
With providing right offers at right times, the opportunity win % will improve and
customers will be more satisfied with the service provided by Wärtsilä.
Improve customer
experience by providing
them with relevant offers
at right time
• Improve win % ()
© 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
Technical Architecture
Enterprise TierPlatform TierEdge Tier
Devices
IoT
Gateway
Orchestration
Pre-Processing
Event Processing
Orchestration
APIs
Input Streams
Output
Connecti
ons
Orchestrations
Event Pipes
Data Pipes
Profiles
x
AIS Data
Provider
AWS
LambdaA
W
S
IoT
Co
re
Amazon
DynamoDB Amazon
Machine
Learning
Amazon
S3
Amazon
DynamoDB
AWS
Lambda
AWS
Lambda
x
© 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
Test Results observed
Measure Iteration 1 Iteration 2 Iteration 3
# Involved Engines 125 137 150
Avg error diff (hrs) 4.22 3.42 2,78
Std Deviation 3.03 3.03 3,06
Min Error 0.27 0.09 0,01
<25 % of errors (hrs) 2.06 0,06 0,96
<50 % of errors (hrs) 3.21 2.45 1,7
<75 % of errors (hrs) 5.05 4.06 3,75
• In around 12 engines there were some manual errors in recording of measurements (highlighted in the picture)
• Mean Error can be further reduced by:
• More effecting processing of existing data.
• Adding more data sources to the model
Error Distribution
© 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
Next Steps
Enterprise TierPlatform TierEdge Tier
Devices
IoT
Gateway
Orchestration
Pre-Processing
Event Processing
Orchestration
APIs
Input Streams
Output
Connecti
ons
Orchestrations
Event Pipes
Data Pipes
Profiles
x
AIS Data
Provider
AWS
LambdaA
W
S
IoT
Co
re
Amazon
DynamoDB Amazon
Sage
Maker
Amazon
S3
Amazon
DynamoDB
AWS
Lambda
AWS
Lambda
x
© 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
Thank you!

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Implementare e gestire soluzioni per l'Internet of Things (IoT) in modo rapido, sicuro e scalabile

  • 1. © 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. Michele Alessandrini Sr. Solutions Architect, Amazon Web Services Fabio Fantauzzi Accenture AWS IoT e Industry 4.0: casi d'uso di successo
  • 2. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. What we’ve seen this past year Internet of Things Serverless Artificial Intelligence
  • 3. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Why are customers building IoT solutions? Revenue Growth IoT data drives business growth Operational Efficiency IoT data improves OpEx efficiency New services & business models Products that get better with time Better relationship with customers Increased efficiency Intelligent decision making Data driven discipline
  • 4. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. In what categories are customers? IoT customers Consumer Commercial Industrial
  • 5. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. IoT solutions are complex and multidimensional Connecting, communicating, securing Devices & sensors Infrastructure providers, building blocks Connectivity & infrastructure Incisive, actionable, predictive Analytics & insights Engage, empower, delight Applications & services Business transformation, cultural change Change management
  • 6. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Devices and sensors • GPS, RPM, speed, tire pressure, … • CANbus, ODB2, J1939, … Connectivity and infrastructure • Telco (2G>5G, NB-IoT,…) • Satellite Connected transport Key dimensions
  • 7. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Devices and sensors • Video Streaming, Voltage, Amperage, temperature, Smoke, … • BACnet, Modbus,… Connectivity and infrastructure • Ethernet • WiFi, ZigBee, Z-Wave, … Connected spaces Key dimensions
  • 8. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. IoT use-case categories Connected Home Connected Buildings Connected Cities Connected Spaces Connected Vehicle Connected Fleet Connected Transit Connected Insurance Connected Freight Connected Transport Connected Manufacturing Connected Asset Mgmt Connected Worker Connected Agriculture Connected Energy Generation Connected Operations Remote Patient Monitor Wellness & Prevention Connected Pharma Intelligent Health Connected Health IoT Payment & Data Security Connected Contextual Commerce Connected Commerce
  • 9. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. What are the Three pillars of IoT? Things Sense & Act Cloud Storage & Compute Intelligence Insights & Logic → Action
  • 10. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. What are the Three pillars of IoT? Cloud Storage & Compute Intelligence Insights & Logic → Action Devices Sense & Act AWS IoT Core AWS Greengrass
  • 11. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS IoT 1-Click What are the Three pillars of IoT? Cloud Storage & Compute Intelligence Insights & Logic → Action Devices Sense & Act AWS IoT Core AWS Greengrass AWS IoT Analytics Amazon FreeRTOS AWS IoT 1-Click AWS IoT Device Management AWS IoT Device Defender AWS IoT 1-Click
  • 12. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Using Personas as a Map Operations Analyst Fleet Manager Device Engineer Security Engineer Cloud Developer
  • 13. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Who is the Device Engineer? Primary Goal Write, test, and fix code that will live in physical devices, specifically microcontrollers and gateways. • Embedded programming • Hardware • Security Skills
  • 14. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon FreeRTOS Amazon FreeRTOS Secure Updateability Security libraries Local/Cloud Connectivity libraries Based on FreeRTOS Kernel
  • 15. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Architecture Amazon FreeRTOS Microcontroller Amazon FreeRTOS Microcontroller AWS Greengrass Gateway AWS IoT Core
  • 16. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Who is the Fleet Manager? Primary Goal Keep all devices updated and running smoothly, while minimizing the risk of bricking entire groups of devices and damaging our brand. • Cloud Programming • Scripting Skills
  • 17. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS IoT Device Management AWS IoT Device ManagementReal-time fleet index & search Fine grained job manager (Over the air updates, device monitoring & logging) Batch fleet provisioning
  • 18. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Architecture Amazon FreeRTOS Microcontroller Amazon FreeRTOS Microcontroller AWS Greengrass Gateway AWS IoT Core AWS IoT Device Management
  • 19. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Who is the Operations Analyst? Primary Goal Produce reports and dashboards for my leadership team that contain visualization. Run ad-hoc analyses to get quick answers to hard questions. • Manipulate Business Analytics tools and visualize data • Use scientific & statistical computing tools, SQL queries, and scripts for complex, ad-hoc analyses. Skills
  • 20. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS IoT Analytics Visualization and analysis AWS IoT Analytics Data filtering, pre- processing and enrichment Fully managed storage (raw and structured) IoT data collection from multiple sources
  • 21. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Architecture Amazon FreeRTOS Microcontroller Amazon FreeRTOS Microcontroller AWS Greengrass Gateway AWS IoT Core AWS IoT Analytics AWS IoT Device Management
  • 22. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Who is the Security Engineer? Primary Goal Manages security mechanism end to end starting at the hardware level up to business application users. • AWS Services (IAM + IoT policies) • Security libraries • Security tools Skills
  • 23. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Device Defender AWS IoT Device Defender Mitigate by taking actions Identify anomalies Generate alerts Monitor device behaviors and configurations
  • 24. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Who is the Cloud Developer? Primary Goal Creates IoT applications that can be accessed through web/mobile. Offers high value services on top of IoT systems. • Frontend programming • Backend programming • Serverless Skills
  • 25. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS IoT 1-Click AWS IoT 1-Click Create applications using AWS Lambda Securely connects to the Cloud Fleet identification and reporting Ready out-of-the-box hardware
  • 26. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. IoT services on AWS - Better together Serverless Artificial Intelligence Internet of Things AWS Lambda Amazon Kinesis Amazon Athena Amazon QuickSight Amazon Lex Amazon Polly Amazon Rekognition Amazon Machine Learning Amazon Cognito AWS Device Farm Amazon API Gateway Amazon Pinpoint
  • 27. © 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. Predictive Maintenance in Wartsila Fabio Fantauzzi Accenture
  • 28. © 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. Client company profile Wärtsilä is a global leader in smart technologies and complete lifecycle solutions for the marine and energy markets. By emphasising sustainable innovation, total efficiency and data analytics, Wärtsilä maximises the environmental and economic performance of the vessels and power plants of its customers. In 2017, Wärtsilä’s net sales totalled EUR 4.9 billion with approximately 18,000 employees. The company has operations in over 200 locations in more than 80 countries around the world. Wärtsilä is listed on Nasdaq Helsinki. Wärtsilä Marine Solutions enhances the business of its marine and oil & gas industry customers by providing innovative products and integrated solutions that are safe, environmentally sustainable, efficient, flexible, and economically sound. Client Business Wärtsilä Energy Solutions is a leading global energy system integrator offering a broad range of environmentally sound solutions. Our offering includes ultra-flexible internal combustion engine based power plants, utility-scale solar PV power plants, energy storage & integration solutions, as well as LNG terminals and distribution systems Wärtsilä Services provides high-quality lifecycle services that enhance customers’ business. Its broad range of services supports both shipping and power generation companies, whenever and wherever needed.
  • 29. © 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. Value Proposition of the Use Case Value Proposition is to predict engine running hours & future service needs from AIS and engines data. The expected benefits / role are listed below. Wärtsilä Account Manager Wärtsilä Product Sales Wärtsilä Customer Identify opportunities for Service Sales at the right time. Maximixe scope of services and spare part sales 1 2 Focus on right opportunities Reduce manual work in estimating service schedules & free up time for more value adding sales activities 3 4 5 6 Relevant insights at the right time from Wärtsilä Ease of doing business with Wärtsilä
  • 30. © 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. Business Value BUSINESS VALUE BUSINESS IMPACTS CAPABILITIES BUSINESS METRICS • Significantly improve as well as fully automate service need estimate for every vessel in scope by Wärtsilä Service Sales • Enable Wärtsilä Service Sales Management to fine tune rules on when to raise opportunities and define the priorities and scoring for the opportunities based on multiple parameters • Opportunities Created Earlier to Pipeline () • Average value of Service Offers () Ability to Contact customer with right offer at right time Maximize the portfolio of Wärtsilä Services in Offers INCREASE SERVICE & SPARE PART SALES BY X% • Amount of Qualified Service Opportunities for Overhauls () Free up Product Sales time by reducing manual estimation effort Value Hypothesis: With providing right offers at right times, the opportunity win % will improve and customers will be more satisfied with the service provided by Wärtsilä. Improve customer experience by providing them with relevant offers at right time • Improve win % ()
  • 31. © 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. Technical Architecture Enterprise TierPlatform TierEdge Tier Devices IoT Gateway Orchestration Pre-Processing Event Processing Orchestration APIs Input Streams Output Connecti ons Orchestrations Event Pipes Data Pipes Profiles x AIS Data Provider AWS LambdaA W S IoT Co re Amazon DynamoDB Amazon Machine Learning Amazon S3 Amazon DynamoDB AWS Lambda AWS Lambda x
  • 32. © 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. Test Results observed Measure Iteration 1 Iteration 2 Iteration 3 # Involved Engines 125 137 150 Avg error diff (hrs) 4.22 3.42 2,78 Std Deviation 3.03 3.03 3,06 Min Error 0.27 0.09 0,01 <25 % of errors (hrs) 2.06 0,06 0,96 <50 % of errors (hrs) 3.21 2.45 1,7 <75 % of errors (hrs) 5.05 4.06 3,75 • In around 12 engines there were some manual errors in recording of measurements (highlighted in the picture) • Mean Error can be further reduced by: • More effecting processing of existing data. • Adding more data sources to the model Error Distribution
  • 33. © 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. Next Steps Enterprise TierPlatform TierEdge Tier Devices IoT Gateway Orchestration Pre-Processing Event Processing Orchestration APIs Input Streams Output Connecti ons Orchestrations Event Pipes Data Pipes Profiles x AIS Data Provider AWS LambdaA W S IoT Co re Amazon DynamoDB Amazon Sage Maker Amazon S3 Amazon DynamoDB AWS Lambda AWS Lambda x
  • 34. © 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. Thank you!