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How is AI driving mobile app development
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Transcript of How is AI driving mobile app development
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Machine Learning
Is this A or B ?
Is this weird ?
How much – or – How many ?
How is this organized ?
What should do I next ?
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Is this A or B ? Classification problem
Is this weird ? Anomaly detection problem
How much – or – How many ? Regression problem
How is this organized ? Clustering problem
What should do I next ? Reinforcement learning
Machine Learning
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CLASSIFICATION PROBLEM
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ANOMALY DETECTION PROBLEM
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PREDICTIVE ANALYTIC PROBLEM
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CLUSTERING PROBLEM
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CLUSTERING PROBLEM
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Image
manipulation
• Feature
definition
• Image
processing
Vision Engine
• Pre
processing
• Train data
Build API
• Interface to
Vision engine
Use in our App
• Mobile app
• Web app
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Microsoft
Cognitive
Services
From faces to feelings, allow your apps to understand images and video
Hear and speak to your users by filtering noise, identifying speakers, and understanding intent
Process text and learn how to recognize what users want
Tap into rich knowledge amassed from the web, academia, or your own data
Access billions of web pages, images, videos, and news with the power of Bing APIs
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“Thousands of partners sign in to our
platform every hour. The response time
from the Face API is incredible, enabling
us to verify our drivers without slowing
them down.”
Dima Kovalev, Product Manager, Uber
Face API Read Case Study Here
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“The results are very impressive. The
Microsoft Cognitive Services
Recommendations API has helped us
take a big step in improving our user
experience and building more loyalty to
our services”
With Cortana Intelligence Suite
capabilities and Azure Machine
Learning APIs, we are looking forward
to additional integrations that will give
us the flexibility to use data in different
ways so we can continue to build new
services for our customers.”
Joana Pina Pereira, Head of TV Business DepartmentMEO at Portugal Telecom
A better TV Experience
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microsoft.com/cognitive
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Speech
Computer Vision
Language
Understanding
Bing Spell Check
Bing
Image Search
Bing
Video Search
Bing
Web Search
Bing
News SearchTranslator
microsoft.com/cognitive
Translator
Language
Understanding
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Computer Vision API
Content of Image:
Categories v0: [{ “name”: “animal”, “score”: 0.9765625 }]
V1: [{ "name": "grass", "confidence": 0.9999992847442627 },
{ "name": "outdoor", "confidence": 0.9999072551727295 },
{ "name": "cow", "confidence": 0.99954754114151 },
{ "name": "field", "confidence": 0.9976195693016052 },
{ "name": "brown", "confidence": 0.988935649394989 },
{ "name": "animal", "confidence": 0.97904372215271 },
{ "name": "standing", "confidence": 0.9632768630981445 },
{ "name": "mammal", "confidence": 0.9366017580032349, "hint": "animal" },
{ "name": "wire", "confidence": 0.8946959376335144 },
{ "name": "green", "confidence": 0.8844101428985596 },
{ "name": "pasture", "confidence": 0.8332059383392334 },
{ "name": "bovine", "confidence": 0.5618471503257751, "hint": "animal" },
{ "name": "grassy", "confidence": 0.48627158999443054 },
{ "name": "lush", "confidence": 0.1874018907546997 },
{ "name": "staring", "confidence": 0.165890634059906 }]
Describe0.975 "a brown cow standing on top of a lush green field“
0.974 “a cow standing on top of a lush green field”
0.965 “a large brown cow standing on top of a lush green field”
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A chatbot is a service,
powered by rules and
sometimes artificial
intelligence, that you
interact with via a chat
interface
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Customer support
Financial assistance
Send Money
Order Pizza
Product SuggestionWeather
Schedule a meeting
Search for & track flights
NewsFind Love
Find a Restaurant
Social media agent
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Rule-based AI-based
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LUIS (Language Understanding
Intelligent Service)Bot framework
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https://github.com/poedja/xcommerce
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