AI in IoT Use Cases and Challenges Dmitry Petukhov, Machine Learning Preacher, Microsoft AI MVP && Coffee Addicted Machine Intelligence Researcher @ OpenWay #IoTComminity
AI in IoTUse 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 LabelContinuous and categorical
Terms
Сlasses of algorithmsUnsupervised 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 + AIThe 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 LearningConsumers
Cloud storage
Business problem Modeling Business valueDeployment
Model REST API
Manage
Local storage
REST API
Reference: Microsoft Data Amp 2017
ML StudioWeb IDE + ML runtime
ML Web ServicesML-model publication
Azure MarketplaceCortana 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!
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