what is machine learning?
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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. - PowerPoint PPT PresentationTRANSCRIPT
Microsoft Azure MLFranck MercierArchitecte Solutions | DX | Microsoft France@FranmerMShttp://aka.ms/franck
Delivering on one of the old dreams of Microsoft co-founder Bill Gates: Computers that can see, hear and understand.
John PlattDistinguished scientist at Microsoft Research
Computing systems that improve with experience
“”
What is Machine Learning?
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.
The challenge in automation is enabling computers to interpret endless variation in handwriting
What is Machine Learning?
1 1 5 4 37 5 3 5 35 5 9 0 63 5 2 0 0
Training examples
Training labels
Accurate digit classifier
2Machine learning system
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.
What is Machine Learning?
SQL Server enables data
mining of databases
Computers work on
users behalf, filtering junk
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 Learning20 years of realizing innovation
John Platt, Distinguished scientist at Microsoft Research
1999 201220082004 201420102005
Machine learning is pervasive throughout
Microsoft products.“ ”
Enable custom predictive analytics solutions at the speed of the market
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 KristiansenCapgemini
“”
Azure Machine Learning: How it works
Machine learning todayComplexities in a nascent market
Break away from industry limitations
Huge set-up costs create unnecessary barriers to entry
Siloed and cumbersome data management restricts access to data
Complex and fragmented tools limit participation in exploring data and building predictive models
Many models never achieve business value due to difficulties with deploying to production
With our solution you literally need just a Microsoft Azure subscription
Our ML solution contains its own storage space in the cloud and is seamlessly connected to HDInsight, SQL Server in a Virtual Machine, SQL Database, Blobs and TablesWith our solution data scientists can share their workspaces with colleagues securely with a click.
Most revolutionary of all, our models can be deployed to production in minutes, allowing data scientists to show value to the business at the speed of the market.
One solution for Machine Learning — from data to results
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
Business users easily access results:from anywhere, on any device
HDInsight
Desktop Data
Azure Storage
Mobile Apps PowerBI/DashboardsWeb Apps
ML API service and the Developer• Tested models available as an url that can be called from any end
point
Azure Portal & ML API serviceand 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
Learn more and sign up for a free trial of Azure
azure.com/ml
“Azure ML is the future of Analytics. It seamlessly brings together statistics/mathematics with ML, AI, and advances in data storage and computing.
Corey CoscioniWest Monroe Partners, LLC
”
La suite
Démo
Azure ML