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Operationalizing R with Azure Machine Learning

Operationalizing R with Azure ML

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Page 1: Operationalizing R with Azure ML

Operationalizing Rwith Azure Machine Learning

Page 2: Operationalizing R with Azure ML

AgendaIntro

Azure ML Studio

Using R ML Studio

Publish Web Service

Other Features

Getting Started

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Why Azure ML ?Start in minutes

No hardware or installation

Only need a browser

Use existing R code

One-click publishing

Use what you need

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“A breakthrough in Machine Learning would be worth TEN Microsoft’s.”

–Bill Gates

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Demo: ML Studio

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Demo: Execute R

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Demo: R Model

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Demo: Publish a Service

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More …

OOTB Algorithms & APIs

Create an Custom Module

AzureML R Package

Programatic Retraining

Gallery & Marketplace

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OOTB Algoritms

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Microsoft APIs

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Create Custom R Module

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Retraining

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Gallery

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Marketplace

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Getting Startedhttps://studio.azureml.net

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Free vs. Standard

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Pricing

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Questions ? Contact Info:

[email protected]

@CAMCHENRY

http://cmchenry.com

http://www.linkedin.com/in/cmchenry

https://plus.google.com/+chrismchenry

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Backups

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Experiments

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New Experiment

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Web Services

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Notebooks

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Datasets

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Trained Models

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Settings

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Execute R - Graphics

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Execute R - Visualize

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Execute R - Histogram

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Execute R - Box Plot

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Execute R - Data Cleaning

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Execute R - Graphics

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Execute R - Output

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PCA in R

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PCA - R Code

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PCA Results

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PCA Graphic

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R Model

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Split Module

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R Training Model

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R Scoring Model

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R Model Python Eval

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R Model Evaluate

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R Model ROC Curve

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R Model Create Scoring

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R Model Scoring Exp

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R Model Scoring Results

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R Model Publish

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R Model Service

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R Model Req/Resp

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R Model Sample Code

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Invoking R Model

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Testing a Web Service