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WHAT MOVIE TO WATCH TONIGHT?
AZURE ML BY MSFT CC
AUGUST 5, 2015
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ABOUT ME
PHOTO Pavel Golub Solution Architect at EPAM Microsoft Competency Center IT professional with 11+ years of experience. I build applications of enterprise level primarily in Financial Services business domain based on .NET platform.
At spare time Windows Phone enthusiast with several released applications.
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AGENDA
Introduction to ML theory1
ML platforms overview2
Problem definition3
Problem solving4
Q&A5
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SPOT THE SPOTTED CAT
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Out of the box ML solutions
• Azure ML
• Amazon ML
• MetaMind
• IBM Watson
• etc.
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MetaMind
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“A computer program is said to learn from experience E with respect to some class of tasks T and performance measure P, if its performance at tasks in T, as measured by P, improves with experience E” - Tom M. Mitchell
WHAT IS ML?
DEFENITION
DEFENITION FOR HUMANS
“The goal of machine learning is to program computers to use example data or past experience to solve a given problem.” – Introduction to Machine Learning, 2nd Edition, MIT Press
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Poisonous or Edible?
WHAT ML CAN BE USED FOR?
CLASSIFICATION PREDICTION
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PRIMARY TECHNIQUES: SUPERVISED LEARNING
Used when you want to predict unknown answers from answers you already have
6. Select the best model
5. Evaluate results using
test set
Go to 3?
4. Apply algorithm(s) on data set
3. Build model
2. Split into training and
test sets
1. Clean up and
supplement data
0. Data
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SUPERVISED LEARNING ON PRACTICE
• Two legs, two hands
• Commonly two eyes, but some of them have one only
• Wear safety glasses
• Yellow skin
• No neck
HOW TO RECOGNIZE A MINION?
OK
OK
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PRIMARY TECHNIQUES: UNSUPERVISED LEARNING
1. Used when you want to find unknown answers – mostly groupings - directly from data
2. No simple way to evaluate accuracy of what you learn
3. Evaluates more vectors, groups into sets or classifications
Evaluate groups
Apply algorithm(s)Data
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UNSUPERVISED LEARNING ON PRACTICE
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AZURE ML STUDIO OVERVIEW
DEMO
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PROBLEM DEFINITION
MOVIE RECOMMENDATION SYSTEM
?
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PROBLEM SOLVING
DEMO
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PROBLEM SOLVING RESULTS
MOVIE RECOMMENDATION SYSTEM
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• Azure Machine Learning documentation
• Azure ML Gallery
• Microsoft Azure Marketplace (ML category)
• Machine Learning Blog
MATHERIALS FOR FURTHER READING
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Q&A
Q&A
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