Transcript Windows Server 2012 Hyper-V

Microsoft Azure ML
Franck Mercier
Architecte Solutions | DX | Microsoft France
@FranmerMS
http://aka.ms/franck
What is Machine Learning?
“
Delivering on one of the old dreams
of Microsoft co-founder Bill Gates:
Computers that can see, hear
and understand.
John Platt
Distinguished scientist at
Microsoft Research
”
Computing systems that
improve with experience
What is Machine Learning?
The United States Postal Service
processed over 150 billion pieces of
mail in 2013—far too much for
efficient human sorting.
But as recently as 1997, only 10% of
hand-addressed mail was
successfully sorted automatically.
What is Machine Learning?
The challenge in automation is
enabling computers to interpret
endless variation in handwriting
What is Machine Learning?
1
1
5
4
3
7
5
3
5
3
5
5
9
0
6
3
5
2
0
0
What is Machine Learning?
By providing feedback, the Postal
Service was able to train computers
to accurately read human
handwriting.
Today, with the help of machine
learning, over 98% of all mail is
successfully processed by machines.
Microsoft &
Machine Learning
20 years of realizing innovation
1999
2004
2005
2008
2010
2012
2014
Computers
work on users
behalf, filtering
junk email
Microsoft
search engine
built with
machine
learning
SQL Server
enables data
mining of
databases
Bing Maps
ships with ML
trafficprediction
service
Microsoft
Kinect can
watch users
gestures
Successful,
real-time,
speech-tospeech
translation
Microsoft
launches Azure
Machine
Learning,
making years
of innovation
available
John Platt,
Distinguished scientist at
Microsoft Research
“
Machine learning is pervasive throughout
Microsoft products.
”
Azure Machine Learning: How it works
“
Azure Machine Learning offers a data
science experience that is directly
accessible to business analysts and
domain experts, reducing complexity
and broadening participation through
better tooling.
”
Hans Kristiansen
Capgemini
Enable custom predictive
analytics solutions at the
speed of the market
Machine learning today
Complexities in a nascent market
With
solution
you literally
need just
a Microsoft
Hugeour
set-up
costs create
unnecessary
barriers
to entry Azure
subscription
Our ML solution contains its own storage space in the cloud and
and cumbersome
management
to data
isSiloed
seamlessly
connected data
to HDInsight,
SQLrestricts
Serveraccess
in a Virtual
Machine, SQL Database, Blobs and Tables
With
our solution
data scientists
canparticipation
share their in
workspaces with
Complex
and fragmented
tools limit
colleagues
securely
with a click.
exploring data
and building
predictive models
Most revolutionary of all, our models can be deployed to
Many models never achieve business value due to difficulties
production in minutes, allowing data scientists to show value to
with deploying to production
the business at the speed of the market.
Break away
from industry
limitations
One solution for Machine Learning — from data to results
Web Apps
Mobile Apps
PowerBI/
Dashboards
Business users easily access results:
from anywhere, on any device
ML API service and the Developer
• Tested models available as an url that can be called from any end point
Azure Portal & ML API service
and the Azure Ops Team
•
•
•
•
•
Create ML Studio workspace
Assign storage account(s)
Monitor ML consumption
See alerts when model is ready
Deploy models to web service
ML Studio
and the Data Scientist
•
•
•
•
Access and prepare data
Create, test and train models
Collaborate
One click to stage for
production via the API service
HDInsight
Azure Storage
Desktop Data
La suite
“
Azure ML is the future of
Analytics. It seamlessly brings
together statistics/mathematics
with ML, AI, and advances in
data storage and computing.
”
Corey Coscioni
West Monroe Partners, LLC
Learn more and
sign up for a
free trial of Azure
azure.com/ml
Démo
Azure ML