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Azure IoT Edge & AI:
Enabling the Intelligent Edge
Marco Dal Pino
Enterprise IT Manager
Microsoft MVP – Intel BlackBelt & Innovator
Platinum Sponsor
Gold Sponsor
Technical Sponsor
About Me
Marco Dal Pino
Enterprise IT Manager
Microsoft MVP
Intel BlackBelt & Innovator
Business Interests
IoT, IIoT, Embedded System
MR/AR/VR Virtual vision in general
AI / Cognitive services
Cloud (Azure)
Contact
About.me/marcodalpino
Value enabled by IoT
from B2B scenarios
McKinsey and Company
70%
20B
20 billion connected devices by 2020
Gartner
IoT is enabling
the digital
transformation
of every
business on the
planet
$12.4B
180 180 zettabytes of digital data by 2025
IDC
Industrial IoT Platforms for Manufacturing
market to become a $12.4B opportunity by
2024, driven by deployments in discrete
manufacturing environments
IoT Analytics
Microsoft is investing 5 billion
dollars in IoT
over the next 4 years
IoT product portfolio
Microcontroller
Azure Sphere
• Integrated Circuit designed
to govern a specific
operation in an embedded
system
• Highly-secured, connected
MCU
• Azure Sphere Linux OS for
modern MCUs
• Included Azure IoT Device
SDK
IoT Devices
Azure IoT Device SDK
• Endpoint devices such as
appliances, vehicles, or
factory machines that
connect, interact and
exchange data
• 1000+ devices, 250+
partners - all certified to
work great with Azure IoT
Services
• Cross-platform and open
source: Windows IoT, Linux,
Android, iOS, RTOSs and
more
Edge Devices
Azure IoT Edge
• Devices that aggregate,
process & provide gateway
capabilities for IoT
endpoints
• Deploy and manage Azure
Services in containers on
any IoT device
• AI, AzureML, Azure Stream
Analytics and more
• Cross-platform and open
source: Windows IoT, Linux
Edge Appliances
Azure Data Box Edge
• Integrated appliances that
provide a subset of cloud
edge roles, such as ML-
inferencing
• Data Box Edge: AI-Enabled,
Storage and compute Azure
Edge appliance
• Data Box: Offline,
ruggedized data transport,
100 TB – 1 PB
Edge Stack
Azure Stack
• Scalable solutions that
provide a full cloud stack,
including IaaS and PaaS
capabilities
• Edge and Disconnected
Scenarios
• Regulatory Requirements
• Cloud app model on-
premises
Hyperscale Cloud
Edge Regions
• First-party cloud regions
• Full Range Hyperscale Cloud
Services
• Tiered Service availability:
Heroes > Hubs > Satellites
• Open Source Based Services
& Tools
Most specialization
Fewest services
Fewest form factors
Most services
© Microsoft Corporation
Sensors + Control Sensors to Interactive Integrated Platform Global scale processing
Customer momentum
Ecosystem momentum
System
Integrators &
Advisors
Solution
Providers
Solution
Aggregators
Devices
IHV Device
Connectivity
Provider
ISV
Service
Provider
SI
Professional
Services Consulting Solutions Customer
http://aka.ms/iotschool http://aka.ms/iotshow
IoT school IoT show
IoT Edge Overview
Things
IoT application pattern + edge intelligence
Insights Actions
Cloud
Gateway
Insights Actions
Azure IoT Hub
Edge intelligence enabled with Azure IoT Edge
Azure
IoT Hub
Custom
Code
(data
transform)
Container Registry
Container
Video
Camera
Custom
Code
(action)
Container
Azure
Cognitive
Services
(insight)
Container
IoT Edge
runtime
Workload
description
Basic Azure IoT Edge functionality
Azure IoT Edge security
Trusted Execution Env
Secure Processor
Hardware security module
Module Module Module
Secure Boot and Updates
ROM
Sensitive
code
IoT Edge runtime
Security
monitor
https://aka.ms/iot-edge-marketplace-doc)
Sensors Constrained Accelerated
Enabling intelligent edge spectrum
Industrial Server Stack
NOW GA on Windows IoT Enterprise!!
http://aka.ms/certfaq
IoT Edge deployments are growing 40% each month since general availability
50+ IoT Edge devices have been certified and available in our Azure Certified for IoT Device Catalog
Great engagement with the community on our IoT Edge open source GitHub repository
As a leading global energy company, it is
imperative we are innovating with the
latest technology to improve worker
safety and reduce environmental impact
– central to our core values. Edge
computing is the next wave of cloud
innovation. With Azure IoT Edge, we
are able to create intelligent
applications that can run right on the
device and in remote areas with
limited or interrupted connectivity,
increasing uptime and real-time insights
on performance of equipment.
AI on IoT edge
updates
Telemetry
•…
Camera as a SensorSpeech
Predictive
maintenance
Predictive
maintenanceAsset configuration
Smart retail
Workplace
safety
Smart city
Built-in Anomaly Detection with Azure Stream Analytics at the Edge
• Unsupervised models for inline learning and real-time scoring
• Easily invoked with simple function calls within query language
• 5 types of anomalies detected: Spikes and Dips, Slow positive/negative
trend, Bi-level change
AnomalyDetection_SpikeAndDip(
<scalar_expression>,
<confidence>,
<historySize>)
OVER
([PARTITION BY <partition key>]
LIMIT DURATION(<unit>,<length>)
[WHEN
boolean_expression])
• Small footprint, optimized for Edge with built-in AI
Choice of platform AI built-inTime-series built-in
Small-footprint engine
<500MB
Built-In Time-Series
Streaming and Analytics
Machine learning for low-
latency analytics
Turn-key
management
Single management plane
to deploy & update
Unparalleled performance
and security
Most secure with industry
leading performance
SQL
Time-
Series
0
20
40
60
80
100
120
140
160
180
200
Vulnerabilities(2010-2018)
Arm64 x64
Join the Early Adopter Program: http://aka.ms/sqldbe
• Online Cortana skills • Your own bot, offline
http://aka.ms/CortanaSDK http://aka.ms/speechcontainerspreview
Cognitive Services deployment from the Azure
Marketplace
Azure
IoT HubIoT Edge
Device (VM)
Marketplace Container Registry
Deployment
Manifest
Cognitive
Service
Pre-built
Container
View results
More containers from Cognitive Services
http://aka.ms/visioncontainerspreview
Now supports exporting
object detection models!
Intelligent
camera
Intelligent gateway
...
IoT Edge AI
IoT Edge AI
AI
Capture
& Share
Capture AI
+
• Simplicity
• Modularity
• Reusability (Edge/Cloud)
- • Performances
ex • Cognitive Services
+
• Performances
• Modularity
- • Complexity
ex • Nvidia Deepstream
HTTP
MQTT
Share
MQTT
DEMO
Nvidia Deepstream on
IoT Edge demo
3:31PM
3:31PM
3:32PM
3:32PM
3:30PM
Coming this summer…
ThinkSystem SE350 Edge Server, EPC300 Edge Gateway & IoT510-C
Camera will be IoT Edge certified in the Azure IoT Device catalog
Nvidia Deepstream will be available
in the IoT Edge marketplace
Nvidia Deepstream
By Nvidia
Nvidia Deepstream is an application
framework features hardware-
accelerated building blocks that bring
deep neural networks and other
complex processing tasks into a
stream processing pipeline
• Telemetry (AI model output):
• Store and forward upstream via the edgeHub
• Bring your own database to store and query locally
• Large files (images, videos):
• Use a local blob store (same REST API as the cloud)
• Now with D2C tiering and time-to-live capabilities
• Will be GA soon on Linux & Windows
• Use a storage gateway like Databox Edge
• Automatically syncs your data
IoT Edge resiliency
and observability
• Adds hardware failure resilience to IoT
Edge deployments by leveraging
Kubernetes platform features
• Manage applications from IoT Hub with the
same familiar app model
• Automatic translation to Kubernetes native
application model (pods, services,
deployments…)
• Cluster can be shared by the multiple edge
devices
aka.ms/iotedge-on-kubernetes
• Real-time logs from IoT Edge device
• End-to-end security brokered and guaranteed by
IoT Hub
• Zero config on IoT Edge device - just works!
aka.ms/iothub-device-streams
DEMO
Device logs in real-time!
Azure IoT Edge resources
• Documentation – docs.microsoft.com
• https://docs.microsoft.com/en-us/azure/iot-edge
• Bugs – IoT Edge OSS project GitHub issue page
• https://github.com/azure/iotedge/issues
• Feature requests - Azure IoT Edge User Voice forum
• https://feedback.azure.com/forums/907045-azure-iot-edge
About Me
• Marco Dal Pino
• Enterprise IT Manager
• Microsoft MVP
• Intel BlackBelt & Innovator
• Business Interests
• IoT, IIoT, Embedded System
• MR/AR/VR Virtual vision in general
• AI / Cognitive services
• Cloud (Azure)
• Contact
• About.me/marcodalpino

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Azure iot edge and AI enabling the intelligent edge

  • 1. Azure IoT Edge & AI: Enabling the Intelligent Edge Marco Dal Pino Enterprise IT Manager Microsoft MVP – Intel BlackBelt & Innovator
  • 3. About Me Marco Dal Pino Enterprise IT Manager Microsoft MVP Intel BlackBelt & Innovator Business Interests IoT, IIoT, Embedded System MR/AR/VR Virtual vision in general AI / Cognitive services Cloud (Azure) Contact About.me/marcodalpino
  • 4.
  • 5. Value enabled by IoT from B2B scenarios McKinsey and Company 70% 20B 20 billion connected devices by 2020 Gartner IoT is enabling the digital transformation of every business on the planet $12.4B 180 180 zettabytes of digital data by 2025 IDC Industrial IoT Platforms for Manufacturing market to become a $12.4B opportunity by 2024, driven by deployments in discrete manufacturing environments IoT Analytics
  • 6. Microsoft is investing 5 billion dollars in IoT over the next 4 years
  • 8. Microcontroller Azure Sphere • Integrated Circuit designed to govern a specific operation in an embedded system • Highly-secured, connected MCU • Azure Sphere Linux OS for modern MCUs • Included Azure IoT Device SDK IoT Devices Azure IoT Device SDK • Endpoint devices such as appliances, vehicles, or factory machines that connect, interact and exchange data • 1000+ devices, 250+ partners - all certified to work great with Azure IoT Services • Cross-platform and open source: Windows IoT, Linux, Android, iOS, RTOSs and more Edge Devices Azure IoT Edge • Devices that aggregate, process & provide gateway capabilities for IoT endpoints • Deploy and manage Azure Services in containers on any IoT device • AI, AzureML, Azure Stream Analytics and more • Cross-platform and open source: Windows IoT, Linux Edge Appliances Azure Data Box Edge • Integrated appliances that provide a subset of cloud edge roles, such as ML- inferencing • Data Box Edge: AI-Enabled, Storage and compute Azure Edge appliance • Data Box: Offline, ruggedized data transport, 100 TB – 1 PB Edge Stack Azure Stack • Scalable solutions that provide a full cloud stack, including IaaS and PaaS capabilities • Edge and Disconnected Scenarios • Regulatory Requirements • Cloud app model on- premises Hyperscale Cloud Edge Regions • First-party cloud regions • Full Range Hyperscale Cloud Services • Tiered Service availability: Heroes > Hubs > Satellites • Open Source Based Services & Tools Most specialization Fewest services Fewest form factors Most services © Microsoft Corporation Sensors + Control Sensors to Interactive Integrated Platform Global scale processing
  • 10. Ecosystem momentum System Integrators & Advisors Solution Providers Solution Aggregators Devices IHV Device Connectivity Provider ISV Service Provider SI Professional Services Consulting Solutions Customer
  • 13. Things IoT application pattern + edge intelligence Insights Actions Cloud Gateway Insights Actions Azure IoT Hub
  • 14. Edge intelligence enabled with Azure IoT Edge Azure IoT Hub Custom Code (data transform) Container Registry Container Video Camera Custom Code (action) Container Azure Cognitive Services (insight) Container IoT Edge runtime Workload description
  • 15. Basic Azure IoT Edge functionality
  • 16. Azure IoT Edge security Trusted Execution Env Secure Processor Hardware security module Module Module Module Secure Boot and Updates ROM Sensitive code IoT Edge runtime Security monitor
  • 18. Sensors Constrained Accelerated Enabling intelligent edge spectrum Industrial Server Stack NOW GA on Windows IoT Enterprise!!
  • 20. IoT Edge deployments are growing 40% each month since general availability 50+ IoT Edge devices have been certified and available in our Azure Certified for IoT Device Catalog Great engagement with the community on our IoT Edge open source GitHub repository As a leading global energy company, it is imperative we are innovating with the latest technology to improve worker safety and reduce environmental impact – central to our core values. Edge computing is the next wave of cloud innovation. With Azure IoT Edge, we are able to create intelligent applications that can run right on the device and in remote areas with limited or interrupted connectivity, increasing uptime and real-time insights on performance of equipment.
  • 21.
  • 22.
  • 23. AI on IoT edge updates
  • 24. Telemetry •… Camera as a SensorSpeech Predictive maintenance Predictive maintenanceAsset configuration Smart retail Workplace safety Smart city
  • 25. Built-in Anomaly Detection with Azure Stream Analytics at the Edge • Unsupervised models for inline learning and real-time scoring • Easily invoked with simple function calls within query language • 5 types of anomalies detected: Spikes and Dips, Slow positive/negative trend, Bi-level change AnomalyDetection_SpikeAndDip( <scalar_expression>, <confidence>, <historySize>) OVER ([PARTITION BY <partition key>] LIMIT DURATION(<unit>,<length>) [WHEN boolean_expression])
  • 26. • Small footprint, optimized for Edge with built-in AI Choice of platform AI built-inTime-series built-in Small-footprint engine <500MB Built-In Time-Series Streaming and Analytics Machine learning for low- latency analytics Turn-key management Single management plane to deploy & update Unparalleled performance and security Most secure with industry leading performance SQL Time- Series 0 20 40 60 80 100 120 140 160 180 200 Vulnerabilities(2010-2018) Arm64 x64 Join the Early Adopter Program: http://aka.ms/sqldbe
  • 27. • Online Cortana skills • Your own bot, offline http://aka.ms/CortanaSDK http://aka.ms/speechcontainerspreview
  • 28. Cognitive Services deployment from the Azure Marketplace Azure IoT HubIoT Edge Device (VM) Marketplace Container Registry Deployment Manifest Cognitive Service Pre-built Container View results
  • 29. More containers from Cognitive Services http://aka.ms/visioncontainerspreview Now supports exporting object detection models!
  • 31. AI Capture & Share Capture AI + • Simplicity • Modularity • Reusability (Edge/Cloud) - • Performances ex • Cognitive Services + • Performances • Modularity - • Complexity ex • Nvidia Deepstream HTTP MQTT Share MQTT
  • 33.
  • 34.
  • 35.
  • 37. Coming this summer… ThinkSystem SE350 Edge Server, EPC300 Edge Gateway & IoT510-C Camera will be IoT Edge certified in the Azure IoT Device catalog Nvidia Deepstream will be available in the IoT Edge marketplace Nvidia Deepstream By Nvidia Nvidia Deepstream is an application framework features hardware- accelerated building blocks that bring deep neural networks and other complex processing tasks into a stream processing pipeline
  • 38. • Telemetry (AI model output): • Store and forward upstream via the edgeHub • Bring your own database to store and query locally • Large files (images, videos): • Use a local blob store (same REST API as the cloud) • Now with D2C tiering and time-to-live capabilities • Will be GA soon on Linux & Windows • Use a storage gateway like Databox Edge • Automatically syncs your data
  • 39. IoT Edge resiliency and observability
  • 40. • Adds hardware failure resilience to IoT Edge deployments by leveraging Kubernetes platform features • Manage applications from IoT Hub with the same familiar app model • Automatic translation to Kubernetes native application model (pods, services, deployments…) • Cluster can be shared by the multiple edge devices aka.ms/iotedge-on-kubernetes
  • 41. • Real-time logs from IoT Edge device • End-to-end security brokered and guaranteed by IoT Hub • Zero config on IoT Edge device - just works! aka.ms/iothub-device-streams
  • 42. DEMO Device logs in real-time!
  • 43.
  • 44.
  • 45. Azure IoT Edge resources • Documentation – docs.microsoft.com • https://docs.microsoft.com/en-us/azure/iot-edge • Bugs – IoT Edge OSS project GitHub issue page • https://github.com/azure/iotedge/issues • Feature requests - Azure IoT Edge User Voice forum • https://feedback.azure.com/forums/907045-azure-iot-edge
  • 46. About Me • Marco Dal Pino • Enterprise IT Manager • Microsoft MVP • Intel BlackBelt & Innovator • Business Interests • IoT, IIoT, Embedded System • MR/AR/VR Virtual vision in general • AI / Cognitive services • Cloud (Azure) • Contact • About.me/marcodalpino

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