Machine Learning Cases Sharing - Microsoft... · •Feature Selection. Feature Engineering...
Transcript of Machine Learning Cases Sharing - Microsoft... · •Feature Selection. Feature Engineering...
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Machine Learning Cases SharingTony Lin
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?
idea profit
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Team Data Science Process
Business
Understanding
Data Acquisition
& Understanding
Deployment
Modeling
Intelligent
Application
Web
Services
Mode
l
Store
• Transform, Binning
• Temporal, Text, Image, etc.
• Feature Selection.
Feature
Engineering
•Algorithms, Ensemble
•Hyper-parameter Tuning
•Retraining
Model
Fitting
•Cross Validation
•Model Reporting
Model
Evaluation
• On-Premises vs Cloud
• Database vs Files Data Source
• Streaming vs Batch
• Low vs High Frequency Pipeline
• Structured vs Unstructured
• Data Validation and Cleanup
• Visualization
Data
Wrangling
• On-Premises vs Cloud
• Database vs Data Lake vs ..
• Small vs Medium vs Big Data
Analytics
Environment
Start
EndCustomer
Acceptance
Scoring Performance,
Monitoring, etc.
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Overview of Machine Learning Algorithms
Regression
How much? How many?
Classification
Which class does this belong to?
Clustering
Are there different groups? Which group does it belong to?
Anomaly Detection
Is this weird?
Reinforcement Learning
Which should I do?
Supervised
Unsupervised
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Option 1 – Easy
idea profitprebuilt AI
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Cognitive Services
Infuse your apps, websites and
bots with intelligent algorithms to
see, hear, speak, understand and
interpret your user needs through
natural methods of communication
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Selfies for Security
To safeguard against fraud and
enhance both driver and rider
peace of mind
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End to End Workflow
Data Acquisition Modeling Deployment
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Option 2 – Still Easy, but More Work
idea profitcustomize
prebuilt AI
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Steel Surface
Inspection with Image
Classification
To classify different kinds of defects
with an automated way
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End to End Workflow
Data Acquisition Modeling Deployment
Nail
Scratch
Smear
Noise
NormalWindows
Machine LearningONNX
Custom Vision
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Option 3 – Hands Will be Dirtied
idea profitcustom AI
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Option 3
idea profitcustom AI
data experiment
model deploy
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AI Platform
Artificial Intelligence productivity
for every developer and every
scenario
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The Microsoft AI platform: Azure & AI
Services
Infrastructure
Tools
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Steel Surface
Inspection with
Object Detection
There are strong demands on
detecting defects
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End to End Workflow
Modeling DeploymentData Acquisition
Windows
Machine LearningONNX
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Robotic Arm
Anomaly Detection
To identify the abnormal behavior
of robotic arms with electric
current motor sensor
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End to End Workflow
Data Acquisition Modeling Deployment
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Recap
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Prepare data Build and train Deploy
Building your own AI models
Transforming data into intelligence
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Prebuilt AICognitive Services
Customize Prebuilt AICustom Vision Service
Custom AIAzure Machine Learning
AI Services in Azure
Bringing the best of AI to Azure and the best of Azure to AI
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