SlideShare a Scribd company logo
AI in IoT
Use Cases and Challenges
Dmitry Petukhov,
Machine Learning Preacher, Microsoft AI MVP && Coffee Addicted
Machine Intelligence Researcher @ OpenWay
#IoTComminity
The Internet of Things (IoT) and Artificial Intelligence (AI) are transforming how
people, devices and data interact in every sphere of life.
IoT & AI Insider Labs
The Philips HealthSuite digital platform analyzes and stores 15 PB of patient data
from 390 million imaging studies, medical records, and patient inputs…
How AI connect dots for IoT
Jisheng Wang. Deep learning in enterprise IoT, Artificial Intelligence Conference 2017.
* With the participation of MIT, Berkeley UC, Microsoft, IBM, Google, Intel, SAP, and Andrew Ng.
Cutting Edge
They regard IoT and AI as a match made in tech heaven <…> IoT will play an
important role in their AI initiatives within two years.
AI is the future of IoT
(𝐿𝑆𝑇𝑀 ∈ 𝑅𝑁𝑁 ∈ 𝐷𝐿 ∈ 𝑀𝐿 ∈ (𝑀𝐼 ≅ 𝐴𝐼)) ∈ 𝐷𝑆
Features and Label
Continuous and categorical
Terms
Сlasses of algorithms
Unsupervised Learning
Supervised Learning
Reinforcement Learning
AI in IoT: Use Cases
Industrial IoT
Manufacturing
 Predictive maintenance
 Process optimizations
 Supply chain optimization
Energy
 Smart Grids
 Predictive maintenance
Healthcare
 Diagnostics and early
detection
 Remote measuring
Retail
 Automated checkouts
 Inventory Optimization
Government
 Smart Lightning
 Traffic Management
 Citizens tracking
Telecommunications
 Network maintenance
 Connected vehicle/home
Consumer IoT
Connected Vehicles
 Remote management
 Real-time diagnostics
Connected Homes
 Home energy management
 Home automation
 Private property security
Health and Lifestyle
 Fitness and health tracking
 Wearables
 Real-time diagnostics
Science IoT
Experimental
Physics
Robotics
Medicine
IoT == Internet of Things
 Interrelated devices;
 To be able to transfer data over a network;
 Do not require computer and/or human interaction.
AIoT == Internet of Things + AI
The same features as bare IoT plus…
 Intelligent processing of large amount of data;
 Self-learning;
 Self-monitoring/-healing;
 Autonomous complex decision making.
IoT vs AIoT
Predictive Maintenance Demo
IoT+AI in Cloud: Design
Source: https://gallery.cortanaintelligence.com/Solution/Predictive-Maintenance-for-Aerospace-4
Healthcare Demo
At health technology giant Philips, about sixty percent of the researchers,
developers, and software engineers today are working on innovations in
healthcare informatics…
Trends in applications for healthcare artificial intelligence focus on
imaging and diagnostics where AI can help find subtle details and
changes in images that people cannot see.
TheNextWeb.com
Data
Azure
Machine Learning
Consumers
Cloud storage
Business problem Modeling Business valueDeployment
Model REST API
Manage
Local storage
REST API
Reference: Microsoft Data Amp 2017
ML Studio
Web IDE + ML runtime
ML Web Services
ML-model publication
Azure Marketplace
Cortana Gallery
Data
Model
© 2017, Dmitry Petukhov. CC BY-SA 4.0 license. Microsoft and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries.
AI IoT!
Q&A
Now or later (see contacts below)
Stay connected
Habr: @codezombie
All contacts: http://0xcode.in/@codez0mb1e
Download presentation from
http://0xcode.in/2017/AI-in-IoT or

More Related Content

What's hot

Internet of things startup basic
Internet of things  startup basicInternet of things  startup basic
Internet of things startup basic
Mathan kumar
 
Internet of Things(IOT)_Seminar_Dr.G.Rajeshkumar
Internet of Things(IOT)_Seminar_Dr.G.RajeshkumarInternet of Things(IOT)_Seminar_Dr.G.Rajeshkumar
Internet of Things(IOT)_Seminar_Dr.G.Rajeshkumar
RAJESHKUMARG12
 
Iot internet-of-things-ppt
Iot internet-of-things-pptIot internet-of-things-ppt
Iot internet-of-things-ppt
SonalSharnam
 
BLUE BRAIN TECHNOLOGY
BLUE BRAIN TECHNOLOGYBLUE BRAIN TECHNOLOGY
BLUE BRAIN TECHNOLOGY
Shivangi Sinha
 
IoT PPT
IoT PPTIoT PPT
IoT PPT
eduethics1
 
The Future is Internet of Things (IOT)
The Future is Internet of Things (IOT)The Future is Internet of Things (IOT)
The Future is Internet of Things (IOT)
Adnyesh Dalpati
 
Internet of things (IOT)
Internet of things (IOT)Internet of things (IOT)
Internet of things (IOT)
Oshin Kandpal
 
Blue gene technology
Blue gene technologyBlue gene technology
Blue gene technology
Vivek Jha
 
THE INTERNET OF THINGS
THE INTERNET OF THINGSTHE INTERNET OF THINGS
THE INTERNET OF THINGS
Ramana Reddy
 
Internet of Things (IoT)
Internet of Things (IoT)Internet of Things (IoT)
Internet of Things (IoT)
Akanksha Prasad
 
Internet of Things (IOT)
Internet of Things (IOT)Internet of Things (IOT)
Internet of Things (IOT)
Kunal Adhikari
 
Internet of Things Iot presentation with module
Internet of Things Iot presentation with moduleInternet of Things Iot presentation with module
Internet of Things Iot presentation with module
Isp university Multan
 
Presentation on Green IoT
Presentation on Green IoTPresentation on Green IoT
Presentation on Green IoT
TAPAS KUMAR PAUL
 
10 min IoT ppt
10 min IoT ppt10 min IoT ppt
10 min IoT ppt
Vaishnavu Pathayathodi
 
basic ppt on IOT
basic ppt on IOTbasic ppt on IOT
basic ppt on IOT
Namrata bajpai
 
Security challenges in IoT
Security challenges in IoTSecurity challenges in IoT
Security challenges in IoT
Vishnupriya T H
 
Principles of Artificial Intelligence & Machine Learning
Principles of Artificial Intelligence & Machine LearningPrinciples of Artificial Intelligence & Machine Learning
Principles of Artificial Intelligence & Machine Learning
Jerry Lu
 
Edge Computing.pptx
Edge Computing.pptxEdge Computing.pptx
Edge Computing.pptx
PriyaMaurya52
 
Internet of things (IoT)- Introduction, Utilities, Applications
Internet of things (IoT)- Introduction, Utilities, ApplicationsInternet of things (IoT)- Introduction, Utilities, Applications
Internet of things (IoT)- Introduction, Utilities, Applications
Tarika Verma
 

What's hot (20)

Internet of things startup basic
Internet of things  startup basicInternet of things  startup basic
Internet of things startup basic
 
Internet of Things(IOT)_Seminar_Dr.G.Rajeshkumar
Internet of Things(IOT)_Seminar_Dr.G.RajeshkumarInternet of Things(IOT)_Seminar_Dr.G.Rajeshkumar
Internet of Things(IOT)_Seminar_Dr.G.Rajeshkumar
 
Introduction to IOT
Introduction to IOTIntroduction to IOT
Introduction to IOT
 
Iot internet-of-things-ppt
Iot internet-of-things-pptIot internet-of-things-ppt
Iot internet-of-things-ppt
 
BLUE BRAIN TECHNOLOGY
BLUE BRAIN TECHNOLOGYBLUE BRAIN TECHNOLOGY
BLUE BRAIN TECHNOLOGY
 
IoT PPT
IoT PPTIoT PPT
IoT PPT
 
The Future is Internet of Things (IOT)
The Future is Internet of Things (IOT)The Future is Internet of Things (IOT)
The Future is Internet of Things (IOT)
 
Internet of things (IOT)
Internet of things (IOT)Internet of things (IOT)
Internet of things (IOT)
 
Blue gene technology
Blue gene technologyBlue gene technology
Blue gene technology
 
THE INTERNET OF THINGS
THE INTERNET OF THINGSTHE INTERNET OF THINGS
THE INTERNET OF THINGS
 
Internet of Things (IoT)
Internet of Things (IoT)Internet of Things (IoT)
Internet of Things (IoT)
 
Internet of Things (IOT)
Internet of Things (IOT)Internet of Things (IOT)
Internet of Things (IOT)
 
Internet of Things Iot presentation with module
Internet of Things Iot presentation with moduleInternet of Things Iot presentation with module
Internet of Things Iot presentation with module
 
Presentation on Green IoT
Presentation on Green IoTPresentation on Green IoT
Presentation on Green IoT
 
10 min IoT ppt
10 min IoT ppt10 min IoT ppt
10 min IoT ppt
 
basic ppt on IOT
basic ppt on IOTbasic ppt on IOT
basic ppt on IOT
 
Security challenges in IoT
Security challenges in IoTSecurity challenges in IoT
Security challenges in IoT
 
Principles of Artificial Intelligence & Machine Learning
Principles of Artificial Intelligence & Machine LearningPrinciples of Artificial Intelligence & Machine Learning
Principles of Artificial Intelligence & Machine Learning
 
Edge Computing.pptx
Edge Computing.pptxEdge Computing.pptx
Edge Computing.pptx
 
Internet of things (IoT)- Introduction, Utilities, Applications
Internet of things (IoT)- Introduction, Utilities, ApplicationsInternet of things (IoT)- Introduction, Utilities, Applications
Internet of things (IoT)- Introduction, Utilities, Applications
 

Viewers also liked

Azure Machine Learning
Azure Machine LearningAzure Machine Learning
Azure Machine Learning
Dmitry Petukhov
 
Microsoft Machine Learning Server. Architecture View
Microsoft Machine Learning Server. Architecture ViewMicrosoft Machine Learning Server. Architecture View
Microsoft Machine Learning Server. Architecture View
Dmitry Petukhov
 
[Webinar Slides] Robotic Process Automation 101 What is it? What can it mean ...
[Webinar Slides] Robotic Process Automation 101 What is it? What can it mean ...[Webinar Slides] Robotic Process Automation 101 What is it? What can it mean ...
[Webinar Slides] Robotic Process Automation 101 What is it? What can it mean ...
AIIM International
 
Smart-city implementation reference model
Smart-city implementation reference modelSmart-city implementation reference model
Smart-city implementation reference modelAlexander SAMARIN
 
Monetizing the iot by Sandhiprakash Bhide generic-01-24-2017
Monetizing the iot by Sandhiprakash Bhide generic-01-24-2017Monetizing the iot by Sandhiprakash Bhide generic-01-24-2017
Monetizing the iot by Sandhiprakash Bhide generic-01-24-2017
sandhibhide
 
Machine Learning with Microsoft Azure
Machine Learning with Microsoft AzureMachine Learning with Microsoft Azure
Machine Learning with Microsoft Azure
Dmitry Petukhov
 
City as Platform Cooperative - Smart City Expo - Barcelona
City as Platform Cooperative -  Smart City Expo - Barcelona City as Platform Cooperative -  Smart City Expo - Barcelona
City as Platform Cooperative - Smart City Expo - Barcelona
DigitalTown, Inc
 
Schneider Electric Smart City Success Stories (Worldwide)
Schneider Electric Smart City  Success Stories (Worldwide)Schneider Electric Smart City  Success Stories (Worldwide)
Schneider Electric Smart City Success Stories (Worldwide)
Schneider Electric India
 
AI for Retail Banking
AI for Retail BankingAI for Retail Banking
AI for Retail Banking
Dmitry Petukhov
 
Auxis Webinar: Diving into RPA
Auxis Webinar: Diving into RPAAuxis Webinar: Diving into RPA
Auxis Webinar: Diving into RPA
Auxis Consulting & Outsourcing
 
Democratizing Artificial Intelligence
Democratizing Artificial IntelligenceDemocratizing Artificial Intelligence
Democratizing Artificial Intelligence
Dmitry Petukhov
 
Philip bane smart city
Philip bane smart cityPhilip bane smart city
Philip bane smart city
aztechcouncil
 
Machine Intelligence for Fraud Prediction
Machine Intelligence for Fraud PredictionMachine Intelligence for Fraud Prediction
Machine Intelligence for Fraud Prediction
Dmitry Petukhov
 
CISCO SMART CITY
CISCO SMART CITYCISCO SMART CITY
CISCO SMART CITY
Pujan Motiwala
 
Smart City and Smart Government : Strategy, Model, and Cases of Korea
Smart City and Smart Government : Strategy, Model, and Cases of KoreaSmart City and Smart Government : Strategy, Model, and Cases of Korea
Smart City and Smart Government : Strategy, Model, and Cases of Korea
Jong-Sung Hwang
 
What is next for IoT and IIoT
What is next for IoT and IIoTWhat is next for IoT and IIoT
What is next for IoT and IIoT
Ahmed Banafa
 
AI & Robotic Process Automation (RPA) to Digitally Transform Your Environment
AI & Robotic Process Automation (RPA) to Digitally Transform Your EnvironmentAI & Robotic Process Automation (RPA) to Digitally Transform Your Environment
AI & Robotic Process Automation (RPA) to Digitally Transform Your Environment
Cprime
 
Build your First IoT Application with IBM Watson IoT
Build your First IoT Application with IBM Watson IoTBuild your First IoT Application with IBM Watson IoT
Build your First IoT Application with IBM Watson IoT
Janakiram MSV
 
Iot for smart city
Iot for smart cityIot for smart city
Iot for smart city
sanalkumar k
 

Viewers also liked (20)

Azure Machine Learning
Azure Machine LearningAzure Machine Learning
Azure Machine Learning
 
Microsoft Machine Learning Server. Architecture View
Microsoft Machine Learning Server. Architecture ViewMicrosoft Machine Learning Server. Architecture View
Microsoft Machine Learning Server. Architecture View
 
[Webinar Slides] Robotic Process Automation 101 What is it? What can it mean ...
[Webinar Slides] Robotic Process Automation 101 What is it? What can it mean ...[Webinar Slides] Robotic Process Automation 101 What is it? What can it mean ...
[Webinar Slides] Robotic Process Automation 101 What is it? What can it mean ...
 
Smart-city implementation reference model
Smart-city implementation reference modelSmart-city implementation reference model
Smart-city implementation reference model
 
Monetizing the iot by Sandhiprakash Bhide generic-01-24-2017
Monetizing the iot by Sandhiprakash Bhide generic-01-24-2017Monetizing the iot by Sandhiprakash Bhide generic-01-24-2017
Monetizing the iot by Sandhiprakash Bhide generic-01-24-2017
 
Machine Learning with Microsoft Azure
Machine Learning with Microsoft AzureMachine Learning with Microsoft Azure
Machine Learning with Microsoft Azure
 
City as Platform Cooperative - Smart City Expo - Barcelona
City as Platform Cooperative -  Smart City Expo - Barcelona City as Platform Cooperative -  Smart City Expo - Barcelona
City as Platform Cooperative - Smart City Expo - Barcelona
 
2016 Current State of IoT
2016 Current State of IoT 2016 Current State of IoT
2016 Current State of IoT
 
Schneider Electric Smart City Success Stories (Worldwide)
Schneider Electric Smart City  Success Stories (Worldwide)Schneider Electric Smart City  Success Stories (Worldwide)
Schneider Electric Smart City Success Stories (Worldwide)
 
AI for Retail Banking
AI for Retail BankingAI for Retail Banking
AI for Retail Banking
 
Auxis Webinar: Diving into RPA
Auxis Webinar: Diving into RPAAuxis Webinar: Diving into RPA
Auxis Webinar: Diving into RPA
 
Democratizing Artificial Intelligence
Democratizing Artificial IntelligenceDemocratizing Artificial Intelligence
Democratizing Artificial Intelligence
 
Philip bane smart city
Philip bane smart cityPhilip bane smart city
Philip bane smart city
 
Machine Intelligence for Fraud Prediction
Machine Intelligence for Fraud PredictionMachine Intelligence for Fraud Prediction
Machine Intelligence for Fraud Prediction
 
CISCO SMART CITY
CISCO SMART CITYCISCO SMART CITY
CISCO SMART CITY
 
Smart City and Smart Government : Strategy, Model, and Cases of Korea
Smart City and Smart Government : Strategy, Model, and Cases of KoreaSmart City and Smart Government : Strategy, Model, and Cases of Korea
Smart City and Smart Government : Strategy, Model, and Cases of Korea
 
What is next for IoT and IIoT
What is next for IoT and IIoTWhat is next for IoT and IIoT
What is next for IoT and IIoT
 
AI & Robotic Process Automation (RPA) to Digitally Transform Your Environment
AI & Robotic Process Automation (RPA) to Digitally Transform Your EnvironmentAI & Robotic Process Automation (RPA) to Digitally Transform Your Environment
AI & Robotic Process Automation (RPA) to Digitally Transform Your Environment
 
Build your First IoT Application with IBM Watson IoT
Build your First IoT Application with IBM Watson IoTBuild your First IoT Application with IBM Watson IoT
Build your First IoT Application with IBM Watson IoT
 
Iot for smart city
Iot for smart cityIot for smart city
Iot for smart city
 

Similar to AI in IoT: Use Cases and Challenges

Artificial intelligence and Iot
Artificial intelligence and IotArtificial intelligence and Iot
Artificial intelligence and Iot
Karthik835267
 
Artificial Intelligence & IOT
Artificial Intelligence & IOTArtificial Intelligence & IOT
Artificial Intelligence & IOT
Akber Khan
 
Artificial intelligence and Internet of Things.pptx
Artificial intelligence and Internet of Things.pptxArtificial intelligence and Internet of Things.pptx
Artificial intelligence and Internet of Things.pptx
SriLakshmi643165
 
Slideshare week1
Slideshare week1Slideshare week1
How Artificial Intelligence Will Kickstart the Internet of Thnigs
How Artificial Intelligence Will Kickstart the Internet of Thnigs How Artificial Intelligence Will Kickstart the Internet of Thnigs
How Artificial Intelligence Will Kickstart the Internet of Thnigs
Ahmed Banafa
 
IOT
IOTIOT
1_IoT and Its Interfacing Techniques.pdf
1_IoT and Its Interfacing Techniques.pdf1_IoT and Its Interfacing Techniques.pdf
1_IoT and Its Interfacing Techniques.pdf
drputtanr
 
Internet of things
Internet of thingsInternet of things
Internet of things
deep_andure
 
Data Analytics for IoT - BrightTalk Webinar
Data Analytics for IoT - BrightTalk WebinarData Analytics for IoT - BrightTalk Webinar
Data Analytics for IoT - BrightTalk Webinar
Muralidhar Somisetty
 
Analyzing IoT’s significance when combined with Big Data Analytics, AI, Edge ...
Analyzing IoT’s significance when combined with Big Data Analytics, AI, Edge ...Analyzing IoT’s significance when combined with Big Data Analytics, AI, Edge ...
Analyzing IoT’s significance when combined with Big Data Analytics, AI, Edge ...
Anil
 
The Future of the IoT will be cognitive - IBM Point of View
The Future of the IoT will be cognitive - IBM Point of ViewThe Future of the IoT will be cognitive - IBM Point of View
The Future of the IoT will be cognitive - IBM Point of View
Thorsten Schroeer
 
The Internet of Things (IoT) brings tremendous new capabilities .docx
The Internet of Things (IoT) brings tremendous new capabilities .docxThe Internet of Things (IoT) brings tremendous new capabilities .docx
The Internet of Things (IoT) brings tremendous new capabilities .docx
jmindy
 
Application and Usefulness of Internet of Things in Information Technology
Application and Usefulness of Internet of Things in Information TechnologyApplication and Usefulness of Internet of Things in Information Technology
Application and Usefulness of Internet of Things in Information Technology
Dr. Amarjeet Singh
 
IoT and Big Data.pptx
IoT and Big Data.pptxIoT and Big Data.pptx
IoT and Big Data.pptx
cetabac
 
IoT and Big Data.pptx
IoT and Big Data.pptxIoT and Big Data.pptx
IoT and Big Data.pptx
Sampath737246
 
IoT and Big Data.pptx
IoT and Big Data.pptxIoT and Big Data.pptx
IoT and Big Data.pptx
ssuser2cc0d4
 
Internet-of-things- (IOT) - a-seminar - ppt - by- mohan-kumar-g
Internet-of-things- (IOT) - a-seminar - ppt - by- mohan-kumar-gInternet-of-things- (IOT) - a-seminar - ppt - by- mohan-kumar-g
Internet-of-things- (IOT) - a-seminar - ppt - by- mohan-kumar-g
Mohan Kumar G
 
IoT Interesting Facts - A Infographic by RapidValue
IoT Interesting Facts - A Infographic by RapidValueIoT Interesting Facts - A Infographic by RapidValue
IoT Interesting Facts - A Infographic by RapidValue
RapidValue
 
The-Internet-Of-Things-4th-Industrial-Revolution.pptx
The-Internet-Of-Things-4th-Industrial-Revolution.pptxThe-Internet-Of-Things-4th-Industrial-Revolution.pptx
The-Internet-Of-Things-4th-Industrial-Revolution.pptx
HadHic
 

Similar to AI in IoT: Use Cases and Challenges (20)

Artificial intelligence and Iot
Artificial intelligence and IotArtificial intelligence and Iot
Artificial intelligence and Iot
 
Artificial Intelligence & IOT
Artificial Intelligence & IOTArtificial Intelligence & IOT
Artificial Intelligence & IOT
 
Artificial intelligence and Internet of Things.pptx
Artificial intelligence and Internet of Things.pptxArtificial intelligence and Internet of Things.pptx
Artificial intelligence and Internet of Things.pptx
 
Slideshare week1
Slideshare week1Slideshare week1
Slideshare week1
 
How Artificial Intelligence Will Kickstart the Internet of Thnigs
How Artificial Intelligence Will Kickstart the Internet of Thnigs How Artificial Intelligence Will Kickstart the Internet of Thnigs
How Artificial Intelligence Will Kickstart the Internet of Thnigs
 
IOT
IOTIOT
IOT
 
1_IoT and Its Interfacing Techniques.pdf
1_IoT and Its Interfacing Techniques.pdf1_IoT and Its Interfacing Techniques.pdf
1_IoT and Its Interfacing Techniques.pdf
 
Iot
IotIot
Iot
 
Internet of things
Internet of thingsInternet of things
Internet of things
 
Data Analytics for IoT - BrightTalk Webinar
Data Analytics for IoT - BrightTalk WebinarData Analytics for IoT - BrightTalk Webinar
Data Analytics for IoT - BrightTalk Webinar
 
Analyzing IoT’s significance when combined with Big Data Analytics, AI, Edge ...
Analyzing IoT’s significance when combined with Big Data Analytics, AI, Edge ...Analyzing IoT’s significance when combined with Big Data Analytics, AI, Edge ...
Analyzing IoT’s significance when combined with Big Data Analytics, AI, Edge ...
 
The Future of the IoT will be cognitive - IBM Point of View
The Future of the IoT will be cognitive - IBM Point of ViewThe Future of the IoT will be cognitive - IBM Point of View
The Future of the IoT will be cognitive - IBM Point of View
 
The Internet of Things (IoT) brings tremendous new capabilities .docx
The Internet of Things (IoT) brings tremendous new capabilities .docxThe Internet of Things (IoT) brings tremendous new capabilities .docx
The Internet of Things (IoT) brings tremendous new capabilities .docx
 
Application and Usefulness of Internet of Things in Information Technology
Application and Usefulness of Internet of Things in Information TechnologyApplication and Usefulness of Internet of Things in Information Technology
Application and Usefulness of Internet of Things in Information Technology
 
IoT and Big Data.pptx
IoT and Big Data.pptxIoT and Big Data.pptx
IoT and Big Data.pptx
 
IoT and Big Data.pptx
IoT and Big Data.pptxIoT and Big Data.pptx
IoT and Big Data.pptx
 
IoT and Big Data.pptx
IoT and Big Data.pptxIoT and Big Data.pptx
IoT and Big Data.pptx
 
Internet-of-things- (IOT) - a-seminar - ppt - by- mohan-kumar-g
Internet-of-things- (IOT) - a-seminar - ppt - by- mohan-kumar-gInternet-of-things- (IOT) - a-seminar - ppt - by- mohan-kumar-g
Internet-of-things- (IOT) - a-seminar - ppt - by- mohan-kumar-g
 
IoT Interesting Facts - A Infographic by RapidValue
IoT Interesting Facts - A Infographic by RapidValueIoT Interesting Facts - A Infographic by RapidValue
IoT Interesting Facts - A Infographic by RapidValue
 
The-Internet-Of-Things-4th-Industrial-Revolution.pptx
The-Internet-Of-Things-4th-Industrial-Revolution.pptxThe-Internet-Of-Things-4th-Industrial-Revolution.pptx
The-Internet-Of-Things-4th-Industrial-Revolution.pptx
 

More from Dmitry Petukhov

Introduction to Auto ML
Introduction to Auto MLIntroduction to Auto ML
Introduction to Auto ML
Dmitry Petukhov
 
Intelligent Banking: AI cases in Retail and Commercial Banking
Intelligent Banking: AI cases in Retail and Commercial BankingIntelligent Banking: AI cases in Retail and Commercial Banking
Intelligent Banking: AI cases in Retail and Commercial Banking
Dmitry Petukhov
 
IaaS, PaaS, and DevOps for Data Scientist
IaaS, PaaS, and DevOps for Data ScientistIaaS, PaaS, and DevOps for Data Scientist
IaaS, PaaS, and DevOps for Data Scientist
Dmitry Petukhov
 
Introduction to Deep Learning
Introduction to Deep LearningIntroduction to Deep Learning
Introduction to Deep Learning
Dmitry Petukhov
 
Introduction to Machine Learning
Introduction to Machine LearningIntroduction to Machine Learning
Introduction to Machine Learning
Dmitry Petukhov
 
R + Apache Spark
R + Apache SparkR + Apache Spark
R + Apache Spark
Dmitry Petukhov
 
Introduction to R
Introduction to RIntroduction to R
Introduction to R
Dmitry Petukhov
 
Microsoft Azure + R
Microsoft Azure + RMicrosoft Azure + R
Microsoft Azure + R
Dmitry Petukhov
 
Machine Learning in Microsoft Azure
Machine Learning in Microsoft AzureMachine Learning in Microsoft Azure
Machine Learning in Microsoft Azure
Dmitry Petukhov
 

More from Dmitry Petukhov (9)

Introduction to Auto ML
Introduction to Auto MLIntroduction to Auto ML
Introduction to Auto ML
 
Intelligent Banking: AI cases in Retail and Commercial Banking
Intelligent Banking: AI cases in Retail and Commercial BankingIntelligent Banking: AI cases in Retail and Commercial Banking
Intelligent Banking: AI cases in Retail and Commercial Banking
 
IaaS, PaaS, and DevOps for Data Scientist
IaaS, PaaS, and DevOps for Data ScientistIaaS, PaaS, and DevOps for Data Scientist
IaaS, PaaS, and DevOps for Data Scientist
 
Introduction to Deep Learning
Introduction to Deep LearningIntroduction to Deep Learning
Introduction to Deep Learning
 
Introduction to Machine Learning
Introduction to Machine LearningIntroduction to Machine Learning
Introduction to Machine Learning
 
R + Apache Spark
R + Apache SparkR + Apache Spark
R + Apache Spark
 
Introduction to R
Introduction to RIntroduction to R
Introduction to R
 
Microsoft Azure + R
Microsoft Azure + RMicrosoft Azure + R
Microsoft Azure + R
 
Machine Learning in Microsoft Azure
Machine Learning in Microsoft AzureMachine Learning in Microsoft Azure
Machine Learning in Microsoft Azure
 

Recently uploaded

Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...
Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...
Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...
pchutichetpong
 
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
slg6lamcq
 
一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单
一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单
一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单
ewymefz
 
Q1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year ReboundQ1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year Rebound
Oppotus
 
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
ewymefz
 
The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...
jerlynmaetalle
 
社内勉強会資料_LLM Agents                              .
社内勉強会資料_LLM Agents                              .社内勉強会資料_LLM Agents                              .
社内勉強会資料_LLM Agents                              .
NABLAS株式会社
 
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
slg6lamcq
 
standardisation of garbhpala offhgfffghh
standardisation of garbhpala offhgfffghhstandardisation of garbhpala offhgfffghh
standardisation of garbhpala offhgfffghh
ArpitMalhotra16
 
一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
ewymefz
 
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdfCh03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
haila53
 
FP Growth Algorithm and its Applications
FP Growth Algorithm and its ApplicationsFP Growth Algorithm and its Applications
FP Growth Algorithm and its Applications
MaleehaSheikh2
 
一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单
ocavb
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
Subhajit Sahu
 
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdfSample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Linda486226
 
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
mbawufebxi
 
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
NABLAS株式会社
 
Empowering Data Analytics Ecosystem.pptx
Empowering Data Analytics Ecosystem.pptxEmpowering Data Analytics Ecosystem.pptx
Empowering Data Analytics Ecosystem.pptx
benishzehra469
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
ukgaet
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
TravisMalana
 

Recently uploaded (20)

Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...
Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...
Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...
 
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
 
一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单
一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单
一比一原版(UPenn毕业证)宾夕法尼亚大学毕业证成绩单
 
Q1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year ReboundQ1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year Rebound
 
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
 
The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...
 
社内勉強会資料_LLM Agents                              .
社内勉強会資料_LLM Agents                              .社内勉強会資料_LLM Agents                              .
社内勉強会資料_LLM Agents                              .
 
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
 
standardisation of garbhpala offhgfffghh
standardisation of garbhpala offhgfffghhstandardisation of garbhpala offhgfffghh
standardisation of garbhpala offhgfffghh
 
一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
 
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdfCh03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
 
FP Growth Algorithm and its Applications
FP Growth Algorithm and its ApplicationsFP Growth Algorithm and its Applications
FP Growth Algorithm and its Applications
 
一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
 
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdfSample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
 
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
 
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
 
Empowering Data Analytics Ecosystem.pptx
Empowering Data Analytics Ecosystem.pptxEmpowering Data Analytics Ecosystem.pptx
Empowering Data Analytics Ecosystem.pptx
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
 

AI in IoT: Use Cases and Challenges

  • 1. AI in IoT Use Cases and Challenges Dmitry Petukhov, Machine Learning Preacher, Microsoft AI MVP && Coffee Addicted Machine Intelligence Researcher @ OpenWay #IoTComminity
  • 2. The Internet of Things (IoT) and Artificial Intelligence (AI) are transforming how people, devices and data interact in every sphere of life. IoT & AI Insider Labs The Philips HealthSuite digital platform analyzes and stores 15 PB of patient data from 390 million imaging studies, medical records, and patient inputs… How AI connect dots for IoT Jisheng Wang. Deep learning in enterprise IoT, Artificial Intelligence Conference 2017. * With the participation of MIT, Berkeley UC, Microsoft, IBM, Google, Intel, SAP, and Andrew Ng. Cutting Edge They regard IoT and AI as a match made in tech heaven <…> IoT will play an important role in their AI initiatives within two years. AI is the future of IoT
  • 3. (𝐿𝑆𝑇𝑀 ∈ 𝑅𝑁𝑁 ∈ 𝐷𝐿 ∈ 𝑀𝐿 ∈ (𝑀𝐼 ≅ 𝐴𝐼)) ∈ 𝐷𝑆 Features and Label Continuous and categorical Terms Сlasses of algorithms Unsupervised Learning Supervised Learning Reinforcement Learning
  • 4. AI in IoT: Use Cases Industrial IoT Manufacturing  Predictive maintenance  Process optimizations  Supply chain optimization Energy  Smart Grids  Predictive maintenance Healthcare  Diagnostics and early detection  Remote measuring Retail  Automated checkouts  Inventory Optimization Government  Smart Lightning  Traffic Management  Citizens tracking Telecommunications  Network maintenance  Connected vehicle/home Consumer IoT Connected Vehicles  Remote management  Real-time diagnostics Connected Homes  Home energy management  Home automation  Private property security Health and Lifestyle  Fitness and health tracking  Wearables  Real-time diagnostics Science IoT Experimental Physics Robotics Medicine
  • 5. IoT == Internet of Things  Interrelated devices;  To be able to transfer data over a network;  Do not require computer and/or human interaction. AIoT == Internet of Things + AI The same features as bare IoT plus…  Intelligent processing of large amount of data;  Self-learning;  Self-monitoring/-healing;  Autonomous complex decision making. IoT vs AIoT
  • 7. IoT+AI in Cloud: Design Source: https://gallery.cortanaintelligence.com/Solution/Predictive-Maintenance-for-Aerospace-4
  • 8. Healthcare Demo At health technology giant Philips, about sixty percent of the researchers, developers, and software engineers today are working on innovations in healthcare informatics… Trends in applications for healthcare artificial intelligence focus on imaging and diagnostics where AI can help find subtle details and changes in images that people cannot see. TheNextWeb.com
  • 9. Data Azure Machine Learning Consumers Cloud storage Business problem Modeling Business valueDeployment Model REST API Manage Local storage REST API Reference: Microsoft Data Amp 2017 ML Studio Web IDE + ML runtime ML Web Services ML-model publication Azure Marketplace Cortana Gallery Data Model
  • 10. © 2017, Dmitry Petukhov. CC BY-SA 4.0 license. Microsoft and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries. AI IoT!
  • 11. Q&A Now or later (see contacts below) Stay connected Habr: @codezombie All contacts: http://0xcode.in/@codez0mb1e Download presentation from http://0xcode.in/2017/AI-in-IoT or

Editor's Notes

  1. Почему Cloud? Кто в облаках?
  2. (c) 2017, Dmitry Petukhov. CC BY-SA 4.0 license.