SlideShare a Scribd company logo
import Keras!
Why Should We Care
Israeli AI Ecosystem
AI Services
Cloud Infrastructure
Tools
Computer Vision
Face
Emotion
Content Moderator
Video Indexer
Custom Vision
Custom Decision
QnA Maker
Language
Understanding (LUIS)
Text Analytics
Bing Spell Check
Translator Text
Speaker Recognition
Bing Speech
Custom Speech
Translator Speech
Speech
unified service
Bing Autosuggest
Bing Search
Bing Entity Search
Bing Statistics add-in
Bing Entity Search
Bing Visual Search
Bing Custom Search
Roll your own with REST APIs
Simple to add: just a few lines of code
required
Scalable
Integrate into the language and platform
of your choice
Breadth of offerings helps you find the
right API for your app
Built by experts in their field from
Quality documentation, sample code,
and community support
Easy Flexible Tested
GET A
KEY
Empowering Physicians with
Medical Imaging AI
Prepare
Data
Register &
Manage Model
Train & Test
Model
Build
Image
…
Build model
(your favorite IDE)
Deploy Service &
Monitor Model
Prepare Experiment Deploy
Intelligent Disease Prediction
Data Sources Model Train with Cloud AI Deploy Consume
AC TION
INTELLIGENC EDATA
Azure Machine
Learning
IoT Hub
WindowsML
IOT Edge
Model:
DenseNet-121
Code:
Keras +
TensorFlow
National Institute
of Health
Chest Xray Data
112,120 images
14 pathology labels
30,805 unique patients
Visual Studio
Tools for AI
Manage Models
Azure
Deep Learning GPU VM
VSTS +
CI/CD
CosmosDB +
Azure Functions
NuGet
Tag Video Export Tags Train Model
Evaluate Model on New
Video
Validate Model
Suggestions and Fix Errors
Rob Speer
how-to-make-a-racist-ai-without-
really-trying.ipynb
From Agrawal et al.
Rob Speer
how-to-make-a-
racist-ai-without-
really-trying.ipynb
Democratizing AI Istanbul Open Source Summit

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Democratizing AI Istanbul Open Source Summit

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  • 22. Computer Vision Face Emotion Content Moderator Video Indexer Custom Vision Custom Decision QnA Maker Language Understanding (LUIS) Text Analytics Bing Spell Check Translator Text Speaker Recognition Bing Speech Custom Speech Translator Speech Speech unified service Bing Autosuggest Bing Search Bing Entity Search Bing Statistics add-in Bing Entity Search Bing Visual Search Bing Custom Search
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  • 25. Roll your own with REST APIs Simple to add: just a few lines of code required Scalable Integrate into the language and platform of your choice Breadth of offerings helps you find the right API for your app Built by experts in their field from Quality documentation, sample code, and community support Easy Flexible Tested GET A KEY
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  • 40. Prepare Data Register & Manage Model Train & Test Model Build Image … Build model (your favorite IDE) Deploy Service & Monitor Model Prepare Experiment Deploy
  • 41. Intelligent Disease Prediction Data Sources Model Train with Cloud AI Deploy Consume AC TION INTELLIGENC EDATA Azure Machine Learning IoT Hub WindowsML IOT Edge Model: DenseNet-121 Code: Keras + TensorFlow National Institute of Health Chest Xray Data 112,120 images 14 pathology labels 30,805 unique patients Visual Studio Tools for AI Manage Models Azure Deep Learning GPU VM VSTS + CI/CD CosmosDB + Azure Functions NuGet
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  • 48. Tag Video Export Tags Train Model Evaluate Model on New Video Validate Model Suggestions and Fix Errors
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  • 55. Rob Speer how-to-make-a-racist-ai-without- really-trying.ipynb From Agrawal et al. Rob Speer how-to-make-a- racist-ai-without- really-trying.ipynb