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Le futur de
l’intelligence
d’affaire c’est le
temps réel!
Charles Verdon
Technology Solutions Professional
Email: chverdon@microsoft.com
Twitter: @chverdon
Things!
30B30B
Data Analytics
& Insights
Intelligent
Systems
Cloud &
Infrastructure
Devices &
Assets
1010101001100011010101011101001101010101010011011101111011100101010000110101010111010011010
1010111010011101010101011010011010101010101001101100010101111010011101010101011011110100111
1010101001100011010101011101001101010101010011011101111011100101010000110101010111010011010
1010111010011101010101011010011010101010101001101100010101111010011101010101011011110100111
Redefine
customer
service
Open new
business
opportunities
Build
competitive
edge
Gain insight
and agility
It’s Big
So many devices and so much data…
It’s Noisy
So many opinions…
It’s Confusing
So many possible decisions…
Should we
wait?
How (where)
do we get
started?
Who can
really help
us?
Do we need
to start over?
What
technology
do we need?
B5075212
Microsoft Confidential
The Internet of Things starts with
Your Things.
• Build on the infrastructure you already have.
• Add more devices to the ones you already own.
• Get more from the data that already exists.
Stop just running your business.
Start making it thrive. Start realizing the
potential of the Internet of Your Things.
Microsoft Azure
IoT services:
Enable
innovation
Improve
efficiency
Transform
your business
You have data…You have things…
Generate new
insights to
create new
business value
Combine the
data you
already collect
Expand by adding new devices and assets, new services, new data
Utilize services
and the cloud
to jump-start
your efforts
Start by
connecting the
devices and LoB
Assets you
already have
London Underground
Analytics Platform System
(APS)
Portal
O
p
e
r
a
t
i
o
n
a
l
SAP BW
JDE
BaaN
SAP
etc
Enterprise
Data
Warehouse
(EDW)
D
a
s
h
b
o
a
r
d
s
&
K
P
I
s
Data Mart
Data Mart
Operational
Data Store
(ODS)
E
T
L
E
S
B
E
T
L
E
T
L
Reports
Ad-hoc
Dashboard
Semi-structured
Unstructured
Streaming
OSI Soft, etc
Hadoop
OLAP
OLAP
Where it starts…
Protocol reach to devices and platforms
Windows
Azure
Service Bus
• Queues
• Topics
• Event hubs
/azure-sdk-for-python/
/azure-sdk-for-php/
/azure-sdk-for-node/
/azure-sdk-for-java/
/azure-sdk-for-ruby/
HTTP(S)
https://github.com/windowsAzure/
AMQP 1.0
Other platforms
AMQP
1.0
Embedded
Quick Excursion: What is AMQP 1.0?
• Advanced Message Queueing Protocol v1.0, ISO/IEC 19464:2014
• Bi-Directional, Reliable, Multiplexed Message Transfer
• Common Type System: structure like JSON, richer value types for scientific and business apps,
compact binary encoding
• Credit-based flow control model, delivery settlement
+5
{cursor here}
{cursor here}
{cursor here}
Machine
Learning
I believe over the next decade
computing will become even
more ubiquitous and intelligence
will become ambient This will be
made possible by an ever-
growing network of connected
devices, incredible computing
capacity from the cloud, insights
from big data, and intelligence
from machine learning
Satya Nadella, CEO
SQL Server
enables data
mining of
databases
Computers
work on users
behalf, filtering
junk email
Microsoft
Kinect can
watch users
gestures
Microsoft
launches Azure
Machine
Learning,
making years
of innovation
available
Microsoft
search engine
built with
machine
learning
Bing Maps
ships with ML
traffic-
prediction
service
Successful,
real-time,
speech-to-
speech
translation
Microsoft & Machine Learning
20 years of realizing innovation
John Platt,
Distinguished scientist at
Microsoft Research
1999 201220082004 201420102005
Machine learning is pervasive throughout
Microsoft products.
“ ”
Better Decisions with Data
Descriptive Diagnostic PrescriptivePredictive
BI Enablement Advanced Analytics
Enterprise Data Management
What happened? Why did it happen? What will happen? What should I do?
1 1 5 4 3
7 5 3 5 3
5 5 9 0 6
3 5 2 0 0
Generalization is the essence of machine
learning
Data
Abstraction Generalization
Machine Learning Applications Span
Industries and Scenarios
31
Web app
optimization
Smart meter
monitoring
Targeted
Advertising
Life sciences
research
Fraud
detection
Healthcare
outcomes
Weather
forecasting
Natural resource
exploration
Social network
analysis
Telemetry Data
Analysis
Buyer Propensity
Models
Predictive
Maintenance
Churn Analysis
Network Intrusion
Detection
ThyssenKrupp Elevator
Data Science Process is All About Experimentation
Business
Understanding
Data
Understanding
Data
Preparation
Modeling
Evaluation
Deployment
and
Monitoring
Data
Machine
Learning
Stream
Analytics
Developers uses declarative SQL commands
Some functions take several lines of code versus
thousands from other solutions
3 lines of code in Stream Analytics
Thousand lines of code in other solutions
Stream Analytics, End-to-End Overview
Data Source
Collect Process
Consume
Deliver
Event Inputs
- Event Hub
- Azure Blob
Transform
- Temporal joins
- Filter
- Aggregates
- Projections
- Windows
- Etc.
Enrich
Correlate
Outputs
- SQL Azure
- Azure Blobs
- Event Hub
- Power BI
Azure
Storage
• TemporalSemantics
• Guaranteed delivery
• Guaranteed uptime
Azure Stream Analytics
Reference Data
- Azure Blob
Tumbling Windows
SELECT TollId, COUNT(*) FROM EntryStream
GROUP BY TollId, TumblingWindow(minute,5)
How many vehicles entered each toll both every 5 minutes?
Separation of Data & Presentation
Connect live to on-premises data
Live Connectivity to SQL Server Analysis Services
Live
Connectivity
Use the Power BI REST API to
push data directly from your
application into a dataset in
Power BI. Your dashboards will
be updated in real-time when
the data changes. No more
waiting or having to press the
Refresh button!
Real-time dashboards
Create a connector (using REST,
OData, ODBC or other APIs) that
allows Power BI users to connect
to your data source and retrieve
data. Your connector can also
provide custom data models,
reports and dashboards for quick
insights.
Connectors for your
data sources
Use the Power BI REST APIs to
create custom datasets, reports
and dashboards from your
application. Integrate rich
analytics into your application by
embedding Power BI
dashboards, tiles and reports.
Rich analytics in your
application
Uncover real-time insights from
devices, sensors and
applications. Process streaming
data and events using Azure
Stream Analytics and monitor
the results using Power BI.
Real time dashboards
with Stream Analytics
Power BI
REST API
Upcoming Data Platform Events
Microsoft Cloud Platform Day
• Montreal February 26: link
Microsoft Canada Webcast Series
• 12pm to 1pm: English
• 13h30 à 14h30: Français
• February 26: Analytics Platform System
• March 26: SQL Server In-Memory technologies
• April 30: Real-time BI
• May 28: Azure SQL
User Group SQL Saturdays
• PASS Ottawa Saturday April 25: link
SQL Server 2005
End-of-Life:
15 Months!
Charles Verdon
chverdon@microsoft.com
@chverdon
谢谢!
Merci!
Vielen Dank!
Спасибо!
Thank you!
‫شكرا‬!
¡Gracias!
ありがとう!

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Charles Verdon - Samedi SQL - Futur de l'intelligence d'affaire

  • 1. Le futur de l’intelligence d’affaire c’est le temps réel! Charles Verdon Technology Solutions Professional Email: chverdon@microsoft.com Twitter: @chverdon
  • 2.
  • 3.
  • 5. Data Analytics & Insights Intelligent Systems Cloud & Infrastructure Devices & Assets 1010101001100011010101011101001101010101010011011101111011100101010000110101010111010011010 1010111010011101010101011010011010101010101001101100010101111010011101010101011011110100111 1010101001100011010101011101001101010101010011011101111011100101010000110101010111010011010 1010111010011101010101011010011010101010101001101100010101111010011101010101011011110100111
  • 7. It’s Big So many devices and so much data… It’s Noisy So many opinions… It’s Confusing So many possible decisions… Should we wait? How (where) do we get started? Who can really help us? Do we need to start over? What technology do we need? B5075212 Microsoft Confidential
  • 8. The Internet of Things starts with Your Things. • Build on the infrastructure you already have. • Add more devices to the ones you already own. • Get more from the data that already exists. Stop just running your business. Start making it thrive. Start realizing the potential of the Internet of Your Things.
  • 10. Generate new insights to create new business value Combine the data you already collect Expand by adding new devices and assets, new services, new data Utilize services and the cloud to jump-start your efforts Start by connecting the devices and LoB Assets you already have
  • 12.
  • 13. Analytics Platform System (APS) Portal O p e r a t i o n a l SAP BW JDE BaaN SAP etc Enterprise Data Warehouse (EDW) D a s h b o a r d s & K P I s Data Mart Data Mart Operational Data Store (ODS) E T L E S B E T L E T L Reports Ad-hoc Dashboard Semi-structured Unstructured Streaming OSI Soft, etc Hadoop OLAP OLAP
  • 14.
  • 15.
  • 17. Protocol reach to devices and platforms Windows Azure Service Bus • Queues • Topics • Event hubs /azure-sdk-for-python/ /azure-sdk-for-php/ /azure-sdk-for-node/ /azure-sdk-for-java/ /azure-sdk-for-ruby/ HTTP(S) https://github.com/windowsAzure/ AMQP 1.0 Other platforms AMQP 1.0 Embedded
  • 18. Quick Excursion: What is AMQP 1.0? • Advanced Message Queueing Protocol v1.0, ISO/IEC 19464:2014 • Bi-Directional, Reliable, Multiplexed Message Transfer • Common Type System: structure like JSON, richer value types for scientific and business apps, compact binary encoding • Credit-based flow control model, delivery settlement +5
  • 20.
  • 22. I believe over the next decade computing will become even more ubiquitous and intelligence will become ambient This will be made possible by an ever- growing network of connected devices, incredible computing capacity from the cloud, insights from big data, and intelligence from machine learning Satya Nadella, CEO
  • 23. SQL Server enables data mining of databases Computers work on users behalf, filtering junk email Microsoft Kinect can watch users gestures Microsoft launches Azure Machine Learning, making years of innovation available Microsoft search engine built with machine learning Bing Maps ships with ML traffic- prediction service Successful, real-time, speech-to- speech translation Microsoft & Machine Learning 20 years of realizing innovation John Platt, Distinguished scientist at Microsoft Research 1999 201220082004 201420102005 Machine learning is pervasive throughout Microsoft products. “ ”
  • 24.
  • 25.
  • 26. Better Decisions with Data Descriptive Diagnostic PrescriptivePredictive BI Enablement Advanced Analytics Enterprise Data Management What happened? Why did it happen? What will happen? What should I do?
  • 27.
  • 28. 1 1 5 4 3 7 5 3 5 3 5 5 9 0 6 3 5 2 0 0
  • 29. Generalization is the essence of machine learning Data Abstraction Generalization
  • 30. Machine Learning Applications Span Industries and Scenarios 31 Web app optimization Smart meter monitoring Targeted Advertising Life sciences research Fraud detection Healthcare outcomes Weather forecasting Natural resource exploration Social network analysis Telemetry Data Analysis Buyer Propensity Models Predictive Maintenance Churn Analysis Network Intrusion Detection
  • 32. Data Science Process is All About Experimentation Business Understanding Data Understanding Data Preparation Modeling Evaluation Deployment and Monitoring Data
  • 33.
  • 35.
  • 36.
  • 37. Developers uses declarative SQL commands Some functions take several lines of code versus thousands from other solutions 3 lines of code in Stream Analytics Thousand lines of code in other solutions
  • 38.
  • 39. Stream Analytics, End-to-End Overview Data Source Collect Process Consume Deliver Event Inputs - Event Hub - Azure Blob Transform - Temporal joins - Filter - Aggregates - Projections - Windows - Etc. Enrich Correlate Outputs - SQL Azure - Azure Blobs - Event Hub - Power BI Azure Storage • TemporalSemantics • Guaranteed delivery • Guaranteed uptime Azure Stream Analytics Reference Data - Azure Blob
  • 40. Tumbling Windows SELECT TollId, COUNT(*) FROM EntryStream GROUP BY TollId, TumblingWindow(minute,5) How many vehicles entered each toll both every 5 minutes?
  • 41.
  • 42.
  • 43.
  • 44. Separation of Data & Presentation
  • 45. Connect live to on-premises data Live Connectivity to SQL Server Analysis Services Live Connectivity
  • 46.
  • 47.
  • 48.
  • 49. Use the Power BI REST API to push data directly from your application into a dataset in Power BI. Your dashboards will be updated in real-time when the data changes. No more waiting or having to press the Refresh button! Real-time dashboards Create a connector (using REST, OData, ODBC or other APIs) that allows Power BI users to connect to your data source and retrieve data. Your connector can also provide custom data models, reports and dashboards for quick insights. Connectors for your data sources Use the Power BI REST APIs to create custom datasets, reports and dashboards from your application. Integrate rich analytics into your application by embedding Power BI dashboards, tiles and reports. Rich analytics in your application Uncover real-time insights from devices, sensors and applications. Process streaming data and events using Azure Stream Analytics and monitor the results using Power BI. Real time dashboards with Stream Analytics Power BI REST API
  • 50.
  • 51. Upcoming Data Platform Events Microsoft Cloud Platform Day • Montreal February 26: link Microsoft Canada Webcast Series • 12pm to 1pm: English • 13h30 à 14h30: Français • February 26: Analytics Platform System • March 26: SQL Server In-Memory technologies • April 30: Real-time BI • May 28: Azure SQL User Group SQL Saturdays • PASS Ottawa Saturday April 25: link SQL Server 2005 End-of-Life: 15 Months!