SlideShare a Scribd company logo
1 of 47
Download to read offline
1
IoT, AI, ML Mix or How to Deal with New
Technologies
Borys Pratsiuk, Ph.D
Head of R&D Engineering
2
C developer
2004 2005
С/С++
developer
2006
2009 - 2011
Asm, С, Android
2007 -
2013
defend Ph.D.
assistant
Profesor in KPI
2012 - now
Join Ciklum
• Senior Android
• Team Lead
• Android
Architect
• Head of R&D
Who I am
3
4
3
Chat bots
overview
Agenda
What is it IoT?
Existing types.
Examples
Science converted into
the product. How
algorithms began matter
for business?
What happening
in AI today?
2
1
4
Types of IoT
Smart Homes Wearable devices Connected devices
Industrial automation Agricultural Smart Cities
5
Top 5 Industries
1
2
3
4
5
*Gartner research 2016 – Industry grow
6
Smart homes
7
Wearables / gadgets
8
Connected devices
9
Connected devices
10
Case study: Digital transformation in IoT
PoC results
• Wireless channel of data transmission through Wifi
connection from device to mobile and tablet
• Video streaming from night vision to mobile
• Remote device management
WiFi
Challenge
• Transform optical device into smart
IoT solution
• Share video and photos
• Create social network
11
Industrial
12
Agricultural
13
Smart Cities
14
IoT world 2016 hackathon
The Solution – Empowering Responders
Smart AED
Predix
Cloud
App
Spark
Channel
Responder’s
Android App
Predix
Time
Series
• Public Safety Images
• Traffic Speed
Reverse
Geocode
15
Ciklum team solution
Technology stack:
• Java VM (Predix) for Intel
Edison
• Node.js for embedded
• Ruby on Rails
• Android Java
• Native C
• API’s integration
16
Cloud providers for IoT
17
Communication protocols
Frequency: 2.4GHz (ISM)
Range: 50-150m (Smart/BLE)
Data Rates: 1Mbps
(Smart/BLE)
Frequencies: 2.4GHz /
5GHz
Range: ~ 50m
Data Rates: 150-200Mbps
(latest 802.11-ac
standard should offer
500Mbps
to 1Gbps)
Frequency: 2.4GHz (ISM)
Standard: Thread, based
on IEEE802.15.4 and
6LowPAN
Frequency: 900MHz (ISM)
Range: 30m
Data Rates:
9.6/40/100kbit/s
Frequency: 2.4GHz
Range: 10-100m
Data Rates: 250kbps
18
AI and human brain
19
History of AI
McCulloch & Pitts Rosenblatt Ivakhnenko & Lapa
Group Method of Data Handling (GMDH)
Perceptron
A Logical Calculus of the
Ideas Immanent in Nervous
Activity
1943 1957 1965 …
20
Why Deep Neural Network now?
21
THE BIG BANG
22
NVIDIA is a leader in AI hardware
23
What is Neural Networks?
An artificial neural network is composed of many artificial neurons that are linked
together according to a specific network architecture. The objective of the neural
network is to transform the inputs into meaningful outputs.
Tasks:
• recognizing a visual object;
• anomaly detection;
• event prediction;
• voice recognition;
• deciding a category of potential object;
• natural language processing.
http://videolectures.net/deeplearning2015_vincent_machine_learning/
24
Artificial Neuron
25
ANN Example – not good http://playground.tensorflow.org/
26
ANN Example – OK
27
Things we want to do with data
Images
Audio
Text
Image labeling
Speech
recognition
Web Search and
Natural Language
Processing
28
Network layers for Image recognition
29
Case Study: Pedestrian Tracking
The smart IP camera with pedestrian tracking
technology could be used within shopping
malls for traffic counting, crowd monitoring
and business intelligence with the back-end
servers being freed up to perform data mining
and data collection. The technology could
sooner or later become integrated into
consumer video monitoring solutions.
30
Case Study: Face Recognition
• Deep convolutional neural networks applied for the face recognition purposes could be used for
door smart locks and security systems.
• Face recognition technique combining with e.g. fingerprint scanner could increase security level and
permissions given.
31
32
What is it ?
1. Machine understands what you speak
2. What you don’t speak
3. Other sounds too
What is it not . .
Does not deal with ultrasonic wavelength
Only human audible sounds are under study now
Problem?
Understand what language is in record
Speech processing and recognition
33
• Cloud Speech API + AI = fast and furious Google Now
• Wolfram Alpha + AI = making jokes Apple Siri
• AWS + AI = customizable Amazon Alexa
• Bing Speech API + LUIS = stupid Microsoft Cortana
• SoundHound + AI = Hound
• api.ai Engine + AI = api.ai Assistant (Google!!!)
• wit.ai Engine + AI = Facebook wit.ai M
• other
What if to add Artificial Intelligence?
34
• Messaging-as-OS: Messaging can be a
platform
• The app problem: People are reluctant
to install apps
• The “conversational interface”: A new
model for interacting with online
services
Major chatbot trends
35
How to make your own chatbot? If you are
not a programmer
Select the Engine Provide scenarios and make bot
train
Talk with your bot
36
Chatbot Engines
Engine Platforms Pricing
https://api.ai/ Facebook messenger,
Slack
0-899$/month
https://www.itsabot.org/ Slack, Twitter, email,
SMS
free
https://chatfuel.com/ Facebook messenger,
telegram
free
https://smooch.io/ Facebook messenger,
Telegram, Line,
WeChat, Shopify,
Twillo, Email, etc
0-100$
https://meya.ai/ Twitter, Facebook
Messenger, Telegram,
Slack and Kik
0-200$
https://wit.ai/ Facebook messenger free
37
Conversational commerce
Bots monetization:
● Bots + sponsored & native content. After
subscription the client will receive a
context advertisements similar with bot’s
tematic
● Bots as a Services. B2B Bots that help
people and teams be more productive,
manage tasks or tackle communications
challenges will replicate business models
being used by existing B2B software
● Retail sales bots;
● Payment simplification bots
38
AI betchat
39
Case Study: bot and voice controlled lamp
Amazon Echo is a hands-free speaker
you control with your voice. Echo
connects to the Alexa Voice Service
to play music, provide information,
news, sports scores, weather, and
more—instantly. Its ready-to-use
technology but still quite raw all
you need to do is to write a custom
skill to do any action you want,
e.g. you are saying: “Alexa, ask
lamp switcher to set lamp color to
green!”
40
Case Study: bot and voice controlled lamp
wit.ai service allows us to develop
bots for various applications.
Users can operate with the
different inputs of information
(voice, text messages, gestures,
etc.). After acquisition of command
the information could be send
directly to the bot (in case with
text input) or transmit to the
preprocessing service (as speech
recognition service in case with
voice control). The bot will answer
user’s request with a text, voice,
content or perform a command or an
41
Case study: Fino app – AI in finance
https://www.facebook.com/finoapp
http://www.finomon.com
42
Messengers with bot support
Native
43
Cloud speech to text providers and bot
engines
44
Case Study: Voice recognition and
natural language processing
Voice recognition and natural
language processing is one of the
most important things for IoT
purposes.
Voice recognition technique was
implemented to prepare your
favorite cocktail, e.g. you’re
saying: “Scoofy, make my favorite
drink!” and device makes your
favorite drink based on your
preference and previous history.
45
Frameworks and tools for Deep Learning
https://github.com/aymericdamien/TensorFlow-Examples
46
Bots are coming!
47
Medalebot
demo

More Related Content

What's hot

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
 
Recent trends in IoT
Recent trends in IoTRecent trends in IoT
Recent trends in IoTatulvb
 
Data analytics and artificial intelligence in digital era
Data analytics and artificial intelligence in digital eraData analytics and artificial intelligence in digital era
Data analytics and artificial intelligence in digital eraSaurabh Gupta
 
Developing your IoT Solutions with Intel
Developing your IoT Solutions with IntelDeveloping your IoT Solutions with Intel
Developing your IoT Solutions with IntelAmazon Web Services
 
Internet of things - Introduction and Variations (Architecture)
Internet of things - Introduction and Variations (Architecture)Internet of things - Introduction and Variations (Architecture)
Internet of things - Introduction and Variations (Architecture)Mayank Vijh
 
The Impact of IoT on Cloud Computing, Big Data & Analytics
The Impact of IoT on Cloud Computing, Big Data & AnalyticsThe Impact of IoT on Cloud Computing, Big Data & Analytics
The Impact of IoT on Cloud Computing, Big Data & AnalyticsSyam Madanapalli
 
Cybersecurity with AI - Ashrith Barthur
Cybersecurity with AI - Ashrith BarthurCybersecurity with AI - Ashrith Barthur
Cybersecurity with AI - Ashrith BarthurSri Ambati
 
Top 7 Platforms for IoT Application Development
Top 7 Platforms for IoT Application DevelopmentTop 7 Platforms for IoT Application Development
Top 7 Platforms for IoT Application DevelopmentB R SOFTECH PVT LTD
 
Internet of everything ppt
Internet of everything pptInternet of everything ppt
Internet of everything pptLavanya Sharma
 
What Is IoT, IoT Testing And What Are Its Challenges | BugRaptors
What Is IoT, IoT Testing And What Are Its Challenges | BugRaptorsWhat Is IoT, IoT Testing And What Are Its Challenges | BugRaptors
What Is IoT, IoT Testing And What Are Its Challenges | BugRaptorsBugRaptors
 
IoT Testing by Robins Abraham
IoT Testing by Robins AbrahamIoT Testing by Robins Abraham
IoT Testing by Robins Abrahammomoahmedabad
 
2106-04-30 - IBM - The Era of the Cognitive Home - for distribution
2106-04-30 - IBM - The Era of the Cognitive Home - for distribution2106-04-30 - IBM - The Era of the Cognitive Home - for distribution
2106-04-30 - IBM - The Era of the Cognitive Home - for distributionThorsten Schroeer
 
Benefits of internet of things iot and artificial intelligence ai for small b...
Benefits of internet of things iot and artificial intelligence ai for small b...Benefits of internet of things iot and artificial intelligence ai for small b...
Benefits of internet of things iot and artificial intelligence ai for small b...IndGlobal Digital Private Limited
 

What's hot (20)

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 and BigData
IoT and BigDataIoT and BigData
IoT and BigData
 
Recent trends in IoT
Recent trends in IoTRecent trends in IoT
Recent trends in IoT
 
Introduction to IoT
Introduction to IoTIntroduction to IoT
Introduction to IoT
 
Data analytics and artificial intelligence in digital era
Data analytics and artificial intelligence in digital eraData analytics and artificial intelligence in digital era
Data analytics and artificial intelligence in digital era
 
Developing your IoT Solutions with Intel
Developing your IoT Solutions with IntelDeveloping your IoT Solutions with Intel
Developing your IoT Solutions with Intel
 
WHAT IS IoT
WHAT IS IoTWHAT IS IoT
WHAT IS IoT
 
Making sense of IoT, M2M and Big Data
Making sense of IoT, M2M and Big DataMaking sense of IoT, M2M and Big Data
Making sense of IoT, M2M and Big Data
 
Internet of things - Introduction and Variations (Architecture)
Internet of things - Introduction and Variations (Architecture)Internet of things - Introduction and Variations (Architecture)
Internet of things - Introduction and Variations (Architecture)
 
The Impact of IoT on Cloud Computing, Big Data & Analytics
The Impact of IoT on Cloud Computing, Big Data & AnalyticsThe Impact of IoT on Cloud Computing, Big Data & Analytics
The Impact of IoT on Cloud Computing, Big Data & Analytics
 
Cybersecurity with AI - Ashrith Barthur
Cybersecurity with AI - Ashrith BarthurCybersecurity with AI - Ashrith Barthur
Cybersecurity with AI - Ashrith Barthur
 
Top 7 Platforms for IoT Application Development
Top 7 Platforms for IoT Application DevelopmentTop 7 Platforms for IoT Application Development
Top 7 Platforms for IoT Application Development
 
Internet of everything ppt
Internet of everything pptInternet of everything ppt
Internet of everything ppt
 
What Is IoT, IoT Testing And What Are Its Challenges | BugRaptors
What Is IoT, IoT Testing And What Are Its Challenges | BugRaptorsWhat Is IoT, IoT Testing And What Are Its Challenges | BugRaptors
What Is IoT, IoT Testing And What Are Its Challenges | BugRaptors
 
Internet of Things
Internet of ThingsInternet of Things
Internet of Things
 
IoT Testing by Robins Abraham
IoT Testing by Robins AbrahamIoT Testing by Robins Abraham
IoT Testing by Robins Abraham
 
2106-04-30 - IBM - The Era of the Cognitive Home - for distribution
2106-04-30 - IBM - The Era of the Cognitive Home - for distribution2106-04-30 - IBM - The Era of the Cognitive Home - for distribution
2106-04-30 - IBM - The Era of the Cognitive Home - for distribution
 
IoT introduction
IoT introductionIoT introduction
IoT introduction
 
Benefits of internet of things iot and artificial intelligence ai for small b...
Benefits of internet of things iot and artificial intelligence ai for small b...Benefits of internet of things iot and artificial intelligence ai for small b...
Benefits of internet of things iot and artificial intelligence ai for small b...
 
Internet of Things (IoT) and Google
Internet of Things (IoT) and GoogleInternet of Things (IoT) and Google
Internet of Things (IoT) and Google
 

Viewers also liked

The leadership in the new digital age carved by the fourth industrial revolu...
The leadership in the new digital age carved by  the fourth industrial revolu...The leadership in the new digital age carved by  the fourth industrial revolu...
The leadership in the new digital age carved by the fourth industrial revolu...Osaka University
 
AI for Smart City Innovations with Open Data (tutorial)
AI for Smart City Innovations with Open Data (tutorial)AI for Smart City Innovations with Open Data (tutorial)
AI for Smart City Innovations with Open Data (tutorial)Biplav Srivastava
 
Pragmatic Machine Learning @ ML Spain
Pragmatic Machine Learning @ ML SpainPragmatic Machine Learning @ ML Spain
Pragmatic Machine Learning @ ML SpainLouis Dorard
 
Techexpo bigdata ml_ai_hanoi
Techexpo bigdata ml_ai_hanoiTechexpo bigdata ml_ai_hanoi
Techexpo bigdata ml_ai_hanoiLam Pham
 
Being Practical About Artificial Intelligence (Forbes U30 Summit 2016)
Being Practical About Artificial Intelligence (Forbes U30 Summit 2016)Being Practical About Artificial Intelligence (Forbes U30 Summit 2016)
Being Practical About Artificial Intelligence (Forbes U30 Summit 2016)Tarun Gangwani
 
Demystify big data data science
Demystify big data  data scienceDemystify big data  data science
Demystify big data data scienceMahesh Kumar CV
 
Smarter cities and Artificial Intelligence
Smarter cities and Artificial IntelligenceSmarter cities and Artificial Intelligence
Smarter cities and Artificial IntelligencePietro Leo
 
From Data to AI with the Machine Learning Canvas
From Data to AI with the Machine Learning CanvasFrom Data to AI with the Machine Learning Canvas
From Data to AI with the Machine Learning CanvasLouis Dorard
 
When IoT Meets Artificial Intelligence
 When IoT Meets Artificial Intelligence When IoT Meets Artificial Intelligence
When IoT Meets Artificial IntelligenceVeselin Pizurica
 
Analytics in business
Analytics in businessAnalytics in business
Analytics in businessNiko Vuokko
 
Future of AI-powered automation in business
Future of AI-powered automation in businessFuture of AI-powered automation in business
Future of AI-powered automation in businessLouis Dorard
 
Predicting YOU! The Future of Artificial Intelligence
Predicting YOU! The Future of Artificial Intelligence Predicting YOU! The Future of Artificial Intelligence
Predicting YOU! The Future of Artificial Intelligence Stephenie Rodriguez
 
What if Things Start to Think - Artificial Intelligence in IoT
What if Things Start to Think - Artificial Intelligence in IoTWhat if Things Start to Think - Artificial Intelligence in IoT
What if Things Start to Think - Artificial Intelligence in IoTMuralidhar Somisetty
 
AI & IoT in the development of smart cities
AI & IoT in the development of smart citiesAI & IoT in the development of smart cities
AI & IoT in the development of smart citiesRaunak Mundada
 
A business level introduction to Artificial Intelligence - Louis Dorard @ PAP...
A business level introduction to Artificial Intelligence - Louis Dorard @ PAP...A business level introduction to Artificial Intelligence - Louis Dorard @ PAP...
A business level introduction to Artificial Intelligence - Louis Dorard @ PAP...PAPIs.io
 
Machine Intelligence Applications for IoT Slam Dec 1st 2016
Machine Intelligence Applications for IoT Slam Dec 1st 2016Machine Intelligence Applications for IoT Slam Dec 1st 2016
Machine Intelligence Applications for IoT Slam Dec 1st 2016Sudha Jamthe
 
Business junction of IoT and AI ebusiness 2016 thailand 17 nov 2016
Business junction of IoT and AI ebusiness 2016 thailand 17 nov 2016Business junction of IoT and AI ebusiness 2016 thailand 17 nov 2016
Business junction of IoT and AI ebusiness 2016 thailand 17 nov 2016Sudha Jamthe
 
Business Analytics to solve your Business Problems
Business Analytics to solve your Business ProblemsBusiness Analytics to solve your Business Problems
Business Analytics to solve your Business ProblemsVishal Pawar
 
Predire il futuro con Machine Learning & Big Data
Predire il futuro con Machine Learning & Big DataPredire il futuro con Machine Learning & Big Data
Predire il futuro con Machine Learning & Big DataData Driven Innovation
 

Viewers also liked (20)

The leadership in the new digital age carved by the fourth industrial revolu...
The leadership in the new digital age carved by  the fourth industrial revolu...The leadership in the new digital age carved by  the fourth industrial revolu...
The leadership in the new digital age carved by the fourth industrial revolu...
 
AI for Smart City Innovations with Open Data (tutorial)
AI for Smart City Innovations with Open Data (tutorial)AI for Smart City Innovations with Open Data (tutorial)
AI for Smart City Innovations with Open Data (tutorial)
 
Pragmatic Machine Learning @ ML Spain
Pragmatic Machine Learning @ ML SpainPragmatic Machine Learning @ ML Spain
Pragmatic Machine Learning @ ML Spain
 
Techexpo bigdata ml_ai_hanoi
Techexpo bigdata ml_ai_hanoiTechexpo bigdata ml_ai_hanoi
Techexpo bigdata ml_ai_hanoi
 
Being Practical About Artificial Intelligence (Forbes U30 Summit 2016)
Being Practical About Artificial Intelligence (Forbes U30 Summit 2016)Being Practical About Artificial Intelligence (Forbes U30 Summit 2016)
Being Practical About Artificial Intelligence (Forbes U30 Summit 2016)
 
Demystify big data data science
Demystify big data  data scienceDemystify big data  data science
Demystify big data data science
 
Smarter cities and Artificial Intelligence
Smarter cities and Artificial IntelligenceSmarter cities and Artificial Intelligence
Smarter cities and Artificial Intelligence
 
From Data to AI with the Machine Learning Canvas
From Data to AI with the Machine Learning CanvasFrom Data to AI with the Machine Learning Canvas
From Data to AI with the Machine Learning Canvas
 
When IoT Meets Artificial Intelligence
 When IoT Meets Artificial Intelligence When IoT Meets Artificial Intelligence
When IoT Meets Artificial Intelligence
 
Analytics in business
Analytics in businessAnalytics in business
Analytics in business
 
Future of AI-powered automation in business
Future of AI-powered automation in businessFuture of AI-powered automation in business
Future of AI-powered automation in business
 
Predicting YOU! The Future of Artificial Intelligence
Predicting YOU! The Future of Artificial Intelligence Predicting YOU! The Future of Artificial Intelligence
Predicting YOU! The Future of Artificial Intelligence
 
What if Things Start to Think - Artificial Intelligence in IoT
What if Things Start to Think - Artificial Intelligence in IoTWhat if Things Start to Think - Artificial Intelligence in IoT
What if Things Start to Think - Artificial Intelligence in IoT
 
AI & IoT in the development of smart cities
AI & IoT in the development of smart citiesAI & IoT in the development of smart cities
AI & IoT in the development of smart cities
 
A business level introduction to Artificial Intelligence - Louis Dorard @ PAP...
A business level introduction to Artificial Intelligence - Louis Dorard @ PAP...A business level introduction to Artificial Intelligence - Louis Dorard @ PAP...
A business level introduction to Artificial Intelligence - Louis Dorard @ PAP...
 
Machine Intelligence Applications for IoT Slam Dec 1st 2016
Machine Intelligence Applications for IoT Slam Dec 1st 2016Machine Intelligence Applications for IoT Slam Dec 1st 2016
Machine Intelligence Applications for IoT Slam Dec 1st 2016
 
Business Analytics for the Airline MRO Industry: An Analytics Master class
Business Analytics for the Airline MRO Industry: An Analytics Master classBusiness Analytics for the Airline MRO Industry: An Analytics Master class
Business Analytics for the Airline MRO Industry: An Analytics Master class
 
Business junction of IoT and AI ebusiness 2016 thailand 17 nov 2016
Business junction of IoT and AI ebusiness 2016 thailand 17 nov 2016Business junction of IoT and AI ebusiness 2016 thailand 17 nov 2016
Business junction of IoT and AI ebusiness 2016 thailand 17 nov 2016
 
Business Analytics to solve your Business Problems
Business Analytics to solve your Business ProblemsBusiness Analytics to solve your Business Problems
Business Analytics to solve your Business Problems
 
Predire il futuro con Machine Learning & Big Data
Predire il futuro con Machine Learning & Big DataPredire il futuro con Machine Learning & Big Data
Predire il futuro con Machine Learning & Big Data
 

Similar to IoT, AI, ML Mix or How to Deal with New Technologies (Borys Pratsiuk Technology Stream)

A cognitive business is a business that thinks
A cognitive business is a business that thinks A cognitive business is a business that thinks
A cognitive business is a business that thinks Pietro Leo
 
Internet of things (iot).overview
Internet of things (iot).overviewInternet of things (iot).overview
Internet of things (iot).overviewramky1978
 
Webinar on AI in IoT applications KCG Connect Alumni Digital Series by Rajkumar
Webinar on AI in IoT applications KCG Connect Alumni Digital Series by RajkumarWebinar on AI in IoT applications KCG Connect Alumni Digital Series by Rajkumar
Webinar on AI in IoT applications KCG Connect Alumni Digital Series by RajkumarRajkumar R
 
AWS re:Invent 2016: IoT and Beyond: Building IoT Solutions for Exploring the ...
AWS re:Invent 2016: IoT and Beyond: Building IoT Solutions for Exploring the ...AWS re:Invent 2016: IoT and Beyond: Building IoT Solutions for Exploring the ...
AWS re:Invent 2016: IoT and Beyond: Building IoT Solutions for Exploring the ...Amazon Web Services
 
Ai Development Company
Ai Development CompanyAi Development Company
Ai Development CompanyRuchir Kakkad
 
SkillsFuture Festival at NUS 2019- Artificial Intelligence for Everyone - A P...
SkillsFuture Festival at NUS 2019- Artificial Intelligence for Everyone - A P...SkillsFuture Festival at NUS 2019- Artificial Intelligence for Everyone - A P...
SkillsFuture Festival at NUS 2019- Artificial Intelligence for Everyone - A P...NUS-ISS
 
Conversational commerce
Conversational commerceConversational commerce
Conversational commerceBala Iyer
 
SharePoint Saturday Belgium 2019 Unite your modern workplace with microsofst...
SharePoint Saturday Belgium 2019  Unite your modern workplace with microsofst...SharePoint Saturday Belgium 2019  Unite your modern workplace with microsofst...
SharePoint Saturday Belgium 2019 Unite your modern workplace with microsofst...Thomas Gölles
 
Web 3.0 & Internet of Things
Web 3.0 & Internet of Things Web 3.0 & Internet of Things
Web 3.0 & Internet of Things Chris Becker
 
Adapt or Die: Keynote with Anant Jhingran
Adapt or Die: Keynote with Anant JhingranAdapt or Die: Keynote with Anant Jhingran
Adapt or Die: Keynote with Anant JhingranApigee | Google Cloud
 
Artificial Intelligence explained simplistically
Artificial Intelligence explained simplisticallyArtificial Intelligence explained simplistically
Artificial Intelligence explained simplisticallyNBC Bearings
 
Chat bots101 - practical insights on the business of bots
Chat bots101 - practical insights on the business of botsChat bots101 - practical insights on the business of bots
Chat bots101 - practical insights on the business of botsBAM
 
Chat bots101 - practical insights on the business of bots
Chat bots101 - practical insights on the business of botsChat bots101 - practical insights on the business of bots
Chat bots101 - practical insights on the business of botsRoy Murphy
 
Cognitive Digital Twin by Fariz Saračević
Cognitive Digital Twin by Fariz SaračevićCognitive Digital Twin by Fariz Saračević
Cognitive Digital Twin by Fariz SaračevićBosnia Agile
 
Cognitive Computing
Cognitive ComputingCognitive Computing
Cognitive ComputingPietro Leo
 
A reading of ibm research innovations - for 2018 and ahead
A reading of ibm research innovations - for 2018 and aheadA reading of ibm research innovations - for 2018 and ahead
A reading of ibm research innovations - for 2018 and aheadPietro Leo
 

Similar to IoT, AI, ML Mix or How to Deal with New Technologies (Borys Pratsiuk Technology Stream) (20)

A cognitive business is a business that thinks
A cognitive business is a business that thinks A cognitive business is a business that thinks
A cognitive business is a business that thinks
 
Internet of things (iot).overview
Internet of things (iot).overviewInternet of things (iot).overview
Internet of things (iot).overview
 
Webinar on AI in IoT applications KCG Connect Alumni Digital Series by Rajkumar
Webinar on AI in IoT applications KCG Connect Alumni Digital Series by RajkumarWebinar on AI in IoT applications KCG Connect Alumni Digital Series by Rajkumar
Webinar on AI in IoT applications KCG Connect Alumni Digital Series by Rajkumar
 
AWS re:Invent 2016: IoT and Beyond: Building IoT Solutions for Exploring the ...
AWS re:Invent 2016: IoT and Beyond: Building IoT Solutions for Exploring the ...AWS re:Invent 2016: IoT and Beyond: Building IoT Solutions for Exploring the ...
AWS re:Invent 2016: IoT and Beyond: Building IoT Solutions for Exploring the ...
 
Ai Development Company
Ai Development CompanyAi Development Company
Ai Development Company
 
SkillsFuture Festival at NUS 2019- Artificial Intelligence for Everyone - A P...
SkillsFuture Festival at NUS 2019- Artificial Intelligence for Everyone - A P...SkillsFuture Festival at NUS 2019- Artificial Intelligence for Everyone - A P...
SkillsFuture Festival at NUS 2019- Artificial Intelligence for Everyone - A P...
 
Conversational commerce
Conversational commerceConversational commerce
Conversational commerce
 
Ai ppt
Ai pptAi ppt
Ai ppt
 
SharePoint Saturday Belgium 2019 Unite your modern workplace with microsofst...
SharePoint Saturday Belgium 2019  Unite your modern workplace with microsofst...SharePoint Saturday Belgium 2019  Unite your modern workplace with microsofst...
SharePoint Saturday Belgium 2019 Unite your modern workplace with microsofst...
 
biggest technology trends
biggest technology trendsbiggest technology trends
biggest technology trends
 
Web 3.0 & Internet of Things
Web 3.0 & Internet of Things Web 3.0 & Internet of Things
Web 3.0 & Internet of Things
 
Adapt or Die: Keynote with Anant Jhingran
Adapt or Die: Keynote with Anant JhingranAdapt or Die: Keynote with Anant Jhingran
Adapt or Die: Keynote with Anant Jhingran
 
Artificial Intelligence explained simplistically
Artificial Intelligence explained simplisticallyArtificial Intelligence explained simplistically
Artificial Intelligence explained simplistically
 
Chat bots101 - practical insights on the business of bots
Chat bots101 - practical insights on the business of botsChat bots101 - practical insights on the business of bots
Chat bots101 - practical insights on the business of bots
 
Chat bots101 - practical insights on the business of bots
Chat bots101 - practical insights on the business of botsChat bots101 - practical insights on the business of bots
Chat bots101 - practical insights on the business of bots
 
Cognitive Digital Twin by Fariz Saračević
Cognitive Digital Twin by Fariz SaračevićCognitive Digital Twin by Fariz Saračević
Cognitive Digital Twin by Fariz Saračević
 
Cognitive Computing
Cognitive ComputingCognitive Computing
Cognitive Computing
 
A reading of ibm research innovations - for 2018 and ahead
A reading of ibm research innovations - for 2018 and aheadA reading of ibm research innovations - for 2018 and ahead
A reading of ibm research innovations - for 2018 and ahead
 
Hot design issues 1804
Hot design issues 1804Hot design issues 1804
Hot design issues 1804
 
L22 Augmented and Virtual Reality
L22 Augmented and Virtual RealityL22 Augmented and Virtual Reality
L22 Augmented and Virtual Reality
 

More from IT Arena

Shalini Agarwal, LinkedIn. Engineering excellence: marathon, not a sprint
Shalini Agarwal, LinkedIn. Engineering excellence: marathon, not a sprintShalini Agarwal, LinkedIn. Engineering excellence: marathon, not a sprint
Shalini Agarwal, LinkedIn. Engineering excellence: marathon, not a sprintIT Arena
 
Dave Karow, Split. Powering Progressive Delivery With Data
Dave Karow, Split. Powering Progressive Delivery With DataDave Karow, Split. Powering Progressive Delivery With Data
Dave Karow, Split. Powering Progressive Delivery With DataIT Arena
 
Ihar Mahaniok, Angel Investor. Hunting unicorns for early stage investments
Ihar Mahaniok, Angel Investor. Hunting unicorns for early stage investmentsIhar Mahaniok, Angel Investor. Hunting unicorns for early stage investments
Ihar Mahaniok, Angel Investor. Hunting unicorns for early stage investmentsIT Arena
 
Yuriy Zaremba, AXDRAFT. How to sell your startup
Yuriy Zaremba, AXDRAFT. How to sell your startupYuriy Zaremba, AXDRAFT. How to sell your startup
Yuriy Zaremba, AXDRAFT. How to sell your startupIT Arena
 
John Griffin, Ford Credit Europe. Normalising failure and making way for succ...
John Griffin, Ford Credit Europe. Normalising failure and making way for succ...John Griffin, Ford Credit Europe. Normalising failure and making way for succ...
John Griffin, Ford Credit Europe. Normalising failure and making way for succ...IT Arena
 
Vitaliy Diatlenko, Uklon. Transforming your business with machine learning. T...
Vitaliy Diatlenko, Uklon. Transforming your business with machine learning. T...Vitaliy Diatlenko, Uklon. Transforming your business with machine learning. T...
Vitaliy Diatlenko, Uklon. Transforming your business with machine learning. T...IT Arena
 
Chris Cassarino, SoftServe. Stop Fixating on Fixing – Solving the global enga...
Chris Cassarino, SoftServe. Stop Fixating on Fixing – Solving the global enga...Chris Cassarino, SoftServe. Stop Fixating on Fixing – Solving the global enga...
Chris Cassarino, SoftServe. Stop Fixating on Fixing – Solving the global enga...IT Arena
 
Michael Labate, Intellias. EDI in the DNA: Why Equity, Diversity and Inclusio...
Michael Labate, Intellias. EDI in the DNA: Why Equity, Diversity and Inclusio...Michael Labate, Intellias. EDI in the DNA: Why Equity, Diversity and Inclusio...
Michael Labate, Intellias. EDI in the DNA: Why Equity, Diversity and Inclusio...IT Arena
 
Beth Anne Katz, Microsoft. How to Product Manage Your Mental Health
Beth Anne Katz, Microsoft. How to Product Manage Your Mental HealthBeth Anne Katz, Microsoft. How to Product Manage Your Mental Health
Beth Anne Katz, Microsoft. How to Product Manage Your Mental HealthIT Arena
 
Sally Foote, GoCompare & Look After My Bills. Magic Goggles: the tools you ne...
Sally Foote, GoCompare & Look After My Bills. Magic Goggles: the tools you ne...Sally Foote, GoCompare & Look After My Bills. Magic Goggles: the tools you ne...
Sally Foote, GoCompare & Look After My Bills. Magic Goggles: the tools you ne...IT Arena
 
Colleen Graneto, Airbnb. 3 steps to better product decision making
Colleen Graneto, Airbnb. 3 steps to better product decision makingColleen Graneto, Airbnb. 3 steps to better product decision making
Colleen Graneto, Airbnb. 3 steps to better product decision makingIT Arena
 
Vasyl Zadvornyy, Prozorro. The Future of Governance: Can a Script Replace the...
Vasyl Zadvornyy, Prozorro. The Future of Governance: Can a Script Replace the...Vasyl Zadvornyy, Prozorro. The Future of Governance: Can a Script Replace the...
Vasyl Zadvornyy, Prozorro. The Future of Governance: Can a Script Replace the...IT Arena
 
Godard Abel, G2. The SaaS Trust Crisis
Godard Abel, G2. The SaaS Trust CrisisGodard Abel, G2. The SaaS Trust Crisis
Godard Abel, G2. The SaaS Trust CrisisIT Arena
 
Zeb Evans, ClickUp. From $0 to $20M ARR in 2 Years: Bootstrapping to Natural ...
Zeb Evans, ClickUp. From $0 to $20M ARR in 2 Years: Bootstrapping to Natural ...Zeb Evans, ClickUp. From $0 to $20M ARR in 2 Years: Bootstrapping to Natural ...
Zeb Evans, ClickUp. From $0 to $20M ARR in 2 Years: Bootstrapping to Natural ...IT Arena
 
Namir Anani, ICTC. Economic Resiliency in The Face of Adversity
Namir Anani, ICTC. Economic Resiliency in The Face of AdversityNamir Anani, ICTC. Economic Resiliency in The Face of Adversity
Namir Anani, ICTC. Economic Resiliency in The Face of AdversityIT Arena
 
Mada Seghete, Branch. Mobile Growth Trends
 Mada Seghete, Branch. Mobile Growth Trends Mada Seghete, Branch. Mobile Growth Trends
Mada Seghete, Branch. Mobile Growth TrendsIT Arena
 
Julia Petryk, MacPaw. Product PR: a how-to guide
Julia Petryk, MacPaw. Product PR: a how-to guideJulia Petryk, MacPaw. Product PR: a how-to guide
Julia Petryk, MacPaw. Product PR: a how-to guideIT Arena
 
Yaroslav Ravlinko, Intellias. You don’t need Kubernetes. You need to understa...
Yaroslav Ravlinko, Intellias. You don’t need Kubernetes. You need to understa...Yaroslav Ravlinko, Intellias. You don’t need Kubernetes. You need to understa...
Yaroslav Ravlinko, Intellias. You don’t need Kubernetes. You need to understa...IT Arena
 
Yaroslav Novytskyy, Anton Vasylenko, N-iX. Migrating to the cloud: options an...
Yaroslav Novytskyy, Anton Vasylenko, N-iX. Migrating to the cloud: options an...Yaroslav Novytskyy, Anton Vasylenko, N-iX. Migrating to the cloud: options an...
Yaroslav Novytskyy, Anton Vasylenko, N-iX. Migrating to the cloud: options an...IT Arena
 
Kostiantyn Bokhan, N-iX. CD4ML based on Azure and Kubeflow
Kostiantyn Bokhan, N-iX. CD4ML based on Azure and KubeflowKostiantyn Bokhan, N-iX. CD4ML based on Azure and Kubeflow
Kostiantyn Bokhan, N-iX. CD4ML based on Azure and KubeflowIT Arena
 

More from IT Arena (20)

Shalini Agarwal, LinkedIn. Engineering excellence: marathon, not a sprint
Shalini Agarwal, LinkedIn. Engineering excellence: marathon, not a sprintShalini Agarwal, LinkedIn. Engineering excellence: marathon, not a sprint
Shalini Agarwal, LinkedIn. Engineering excellence: marathon, not a sprint
 
Dave Karow, Split. Powering Progressive Delivery With Data
Dave Karow, Split. Powering Progressive Delivery With DataDave Karow, Split. Powering Progressive Delivery With Data
Dave Karow, Split. Powering Progressive Delivery With Data
 
Ihar Mahaniok, Angel Investor. Hunting unicorns for early stage investments
Ihar Mahaniok, Angel Investor. Hunting unicorns for early stage investmentsIhar Mahaniok, Angel Investor. Hunting unicorns for early stage investments
Ihar Mahaniok, Angel Investor. Hunting unicorns for early stage investments
 
Yuriy Zaremba, AXDRAFT. How to sell your startup
Yuriy Zaremba, AXDRAFT. How to sell your startupYuriy Zaremba, AXDRAFT. How to sell your startup
Yuriy Zaremba, AXDRAFT. How to sell your startup
 
John Griffin, Ford Credit Europe. Normalising failure and making way for succ...
John Griffin, Ford Credit Europe. Normalising failure and making way for succ...John Griffin, Ford Credit Europe. Normalising failure and making way for succ...
John Griffin, Ford Credit Europe. Normalising failure and making way for succ...
 
Vitaliy Diatlenko, Uklon. Transforming your business with machine learning. T...
Vitaliy Diatlenko, Uklon. Transforming your business with machine learning. T...Vitaliy Diatlenko, Uklon. Transforming your business with machine learning. T...
Vitaliy Diatlenko, Uklon. Transforming your business with machine learning. T...
 
Chris Cassarino, SoftServe. Stop Fixating on Fixing – Solving the global enga...
Chris Cassarino, SoftServe. Stop Fixating on Fixing – Solving the global enga...Chris Cassarino, SoftServe. Stop Fixating on Fixing – Solving the global enga...
Chris Cassarino, SoftServe. Stop Fixating on Fixing – Solving the global enga...
 
Michael Labate, Intellias. EDI in the DNA: Why Equity, Diversity and Inclusio...
Michael Labate, Intellias. EDI in the DNA: Why Equity, Diversity and Inclusio...Michael Labate, Intellias. EDI in the DNA: Why Equity, Diversity and Inclusio...
Michael Labate, Intellias. EDI in the DNA: Why Equity, Diversity and Inclusio...
 
Beth Anne Katz, Microsoft. How to Product Manage Your Mental Health
Beth Anne Katz, Microsoft. How to Product Manage Your Mental HealthBeth Anne Katz, Microsoft. How to Product Manage Your Mental Health
Beth Anne Katz, Microsoft. How to Product Manage Your Mental Health
 
Sally Foote, GoCompare & Look After My Bills. Magic Goggles: the tools you ne...
Sally Foote, GoCompare & Look After My Bills. Magic Goggles: the tools you ne...Sally Foote, GoCompare & Look After My Bills. Magic Goggles: the tools you ne...
Sally Foote, GoCompare & Look After My Bills. Magic Goggles: the tools you ne...
 
Colleen Graneto, Airbnb. 3 steps to better product decision making
Colleen Graneto, Airbnb. 3 steps to better product decision makingColleen Graneto, Airbnb. 3 steps to better product decision making
Colleen Graneto, Airbnb. 3 steps to better product decision making
 
Vasyl Zadvornyy, Prozorro. The Future of Governance: Can a Script Replace the...
Vasyl Zadvornyy, Prozorro. The Future of Governance: Can a Script Replace the...Vasyl Zadvornyy, Prozorro. The Future of Governance: Can a Script Replace the...
Vasyl Zadvornyy, Prozorro. The Future of Governance: Can a Script Replace the...
 
Godard Abel, G2. The SaaS Trust Crisis
Godard Abel, G2. The SaaS Trust CrisisGodard Abel, G2. The SaaS Trust Crisis
Godard Abel, G2. The SaaS Trust Crisis
 
Zeb Evans, ClickUp. From $0 to $20M ARR in 2 Years: Bootstrapping to Natural ...
Zeb Evans, ClickUp. From $0 to $20M ARR in 2 Years: Bootstrapping to Natural ...Zeb Evans, ClickUp. From $0 to $20M ARR in 2 Years: Bootstrapping to Natural ...
Zeb Evans, ClickUp. From $0 to $20M ARR in 2 Years: Bootstrapping to Natural ...
 
Namir Anani, ICTC. Economic Resiliency in The Face of Adversity
Namir Anani, ICTC. Economic Resiliency in The Face of AdversityNamir Anani, ICTC. Economic Resiliency in The Face of Adversity
Namir Anani, ICTC. Economic Resiliency in The Face of Adversity
 
Mada Seghete, Branch. Mobile Growth Trends
 Mada Seghete, Branch. Mobile Growth Trends Mada Seghete, Branch. Mobile Growth Trends
Mada Seghete, Branch. Mobile Growth Trends
 
Julia Petryk, MacPaw. Product PR: a how-to guide
Julia Petryk, MacPaw. Product PR: a how-to guideJulia Petryk, MacPaw. Product PR: a how-to guide
Julia Petryk, MacPaw. Product PR: a how-to guide
 
Yaroslav Ravlinko, Intellias. You don’t need Kubernetes. You need to understa...
Yaroslav Ravlinko, Intellias. You don’t need Kubernetes. You need to understa...Yaroslav Ravlinko, Intellias. You don’t need Kubernetes. You need to understa...
Yaroslav Ravlinko, Intellias. You don’t need Kubernetes. You need to understa...
 
Yaroslav Novytskyy, Anton Vasylenko, N-iX. Migrating to the cloud: options an...
Yaroslav Novytskyy, Anton Vasylenko, N-iX. Migrating to the cloud: options an...Yaroslav Novytskyy, Anton Vasylenko, N-iX. Migrating to the cloud: options an...
Yaroslav Novytskyy, Anton Vasylenko, N-iX. Migrating to the cloud: options an...
 
Kostiantyn Bokhan, N-iX. CD4ML based on Azure and Kubeflow
Kostiantyn Bokhan, N-iX. CD4ML based on Azure and KubeflowKostiantyn Bokhan, N-iX. CD4ML based on Azure and Kubeflow
Kostiantyn Bokhan, N-iX. CD4ML based on Azure and Kubeflow
 

Recently uploaded

Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityIES VE
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxLoriGlavin3
 
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...AliaaTarek5
 
Manual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance AuditManual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance AuditSkynet Technologies
 
Assure Ecommerce and Retail Operations Uptime with ThousandEyes
Assure Ecommerce and Retail Operations Uptime with ThousandEyesAssure Ecommerce and Retail Operations Uptime with ThousandEyes
Assure Ecommerce and Retail Operations Uptime with ThousandEyesThousandEyes
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
Scale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterScale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterMydbops
 
So einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfSo einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfpanagenda
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfMounikaPolabathina
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxLoriGlavin3
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersNicole Novielli
 
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxLoriGlavin3
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
Time Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsTime Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsNathaniel Shimoni
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality AssuranceInflectra
 
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...panagenda
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxLoriGlavin3
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Farhan Tariq
 

Recently uploaded (20)

Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a reality
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
 
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
 
Manual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance AuditManual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance Audit
 
Assure Ecommerce and Retail Operations Uptime with ThousandEyes
Assure Ecommerce and Retail Operations Uptime with ThousandEyesAssure Ecommerce and Retail Operations Uptime with ThousandEyes
Assure Ecommerce and Retail Operations Uptime with ThousandEyes
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
Scale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterScale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL Router
 
So einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfSo einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdf
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdf
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software Developers
 
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
Time Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsTime Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directions
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
 
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...
 

IoT, AI, ML Mix or How to Deal with New Technologies (Borys Pratsiuk Technology Stream)

  • 1. 1 IoT, AI, ML Mix or How to Deal with New Technologies Borys Pratsiuk, Ph.D Head of R&D Engineering
  • 2. 2 C developer 2004 2005 С/С++ developer 2006 2009 - 2011 Asm, С, Android 2007 - 2013 defend Ph.D. assistant Profesor in KPI 2012 - now Join Ciklum • Senior Android • Team Lead • Android Architect • Head of R&D Who I am
  • 3. 3 4 3 Chat bots overview Agenda What is it IoT? Existing types. Examples Science converted into the product. How algorithms began matter for business? What happening in AI today? 2 1
  • 4. 4 Types of IoT Smart Homes Wearable devices Connected devices Industrial automation Agricultural Smart Cities
  • 5. 5 Top 5 Industries 1 2 3 4 5 *Gartner research 2016 – Industry grow
  • 10. 10 Case study: Digital transformation in IoT PoC results • Wireless channel of data transmission through Wifi connection from device to mobile and tablet • Video streaming from night vision to mobile • Remote device management WiFi Challenge • Transform optical device into smart IoT solution • Share video and photos • Create social network
  • 14. 14 IoT world 2016 hackathon The Solution – Empowering Responders Smart AED Predix Cloud App Spark Channel Responder’s Android App Predix Time Series • Public Safety Images • Traffic Speed Reverse Geocode
  • 15. 15 Ciklum team solution Technology stack: • Java VM (Predix) for Intel Edison • Node.js for embedded • Ruby on Rails • Android Java • Native C • API’s integration
  • 17. 17 Communication protocols Frequency: 2.4GHz (ISM) Range: 50-150m (Smart/BLE) Data Rates: 1Mbps (Smart/BLE) Frequencies: 2.4GHz / 5GHz Range: ~ 50m Data Rates: 150-200Mbps (latest 802.11-ac standard should offer 500Mbps to 1Gbps) Frequency: 2.4GHz (ISM) Standard: Thread, based on IEEE802.15.4 and 6LowPAN Frequency: 900MHz (ISM) Range: 30m Data Rates: 9.6/40/100kbit/s Frequency: 2.4GHz Range: 10-100m Data Rates: 250kbps
  • 19. 19 History of AI McCulloch & Pitts Rosenblatt Ivakhnenko & Lapa Group Method of Data Handling (GMDH) Perceptron A Logical Calculus of the Ideas Immanent in Nervous Activity 1943 1957 1965 …
  • 20. 20 Why Deep Neural Network now?
  • 22. 22 NVIDIA is a leader in AI hardware
  • 23. 23 What is Neural Networks? An artificial neural network is composed of many artificial neurons that are linked together according to a specific network architecture. The objective of the neural network is to transform the inputs into meaningful outputs. Tasks: • recognizing a visual object; • anomaly detection; • event prediction; • voice recognition; • deciding a category of potential object; • natural language processing. http://videolectures.net/deeplearning2015_vincent_machine_learning/
  • 25. 25 ANN Example – not good http://playground.tensorflow.org/
  • 27. 27 Things we want to do with data Images Audio Text Image labeling Speech recognition Web Search and Natural Language Processing
  • 28. 28 Network layers for Image recognition
  • 29. 29 Case Study: Pedestrian Tracking The smart IP camera with pedestrian tracking technology could be used within shopping malls for traffic counting, crowd monitoring and business intelligence with the back-end servers being freed up to perform data mining and data collection. The technology could sooner or later become integrated into consumer video monitoring solutions.
  • 30. 30 Case Study: Face Recognition • Deep convolutional neural networks applied for the face recognition purposes could be used for door smart locks and security systems. • Face recognition technique combining with e.g. fingerprint scanner could increase security level and permissions given.
  • 31. 31
  • 32. 32 What is it ? 1. Machine understands what you speak 2. What you don’t speak 3. Other sounds too What is it not . . Does not deal with ultrasonic wavelength Only human audible sounds are under study now Problem? Understand what language is in record Speech processing and recognition
  • 33. 33 • Cloud Speech API + AI = fast and furious Google Now • Wolfram Alpha + AI = making jokes Apple Siri • AWS + AI = customizable Amazon Alexa • Bing Speech API + LUIS = stupid Microsoft Cortana • SoundHound + AI = Hound • api.ai Engine + AI = api.ai Assistant (Google!!!) • wit.ai Engine + AI = Facebook wit.ai M • other What if to add Artificial Intelligence?
  • 34. 34 • Messaging-as-OS: Messaging can be a platform • The app problem: People are reluctant to install apps • The “conversational interface”: A new model for interacting with online services Major chatbot trends
  • 35. 35 How to make your own chatbot? If you are not a programmer Select the Engine Provide scenarios and make bot train Talk with your bot
  • 36. 36 Chatbot Engines Engine Platforms Pricing https://api.ai/ Facebook messenger, Slack 0-899$/month https://www.itsabot.org/ Slack, Twitter, email, SMS free https://chatfuel.com/ Facebook messenger, telegram free https://smooch.io/ Facebook messenger, Telegram, Line, WeChat, Shopify, Twillo, Email, etc 0-100$ https://meya.ai/ Twitter, Facebook Messenger, Telegram, Slack and Kik 0-200$ https://wit.ai/ Facebook messenger free
  • 37. 37 Conversational commerce Bots monetization: ● Bots + sponsored & native content. After subscription the client will receive a context advertisements similar with bot’s tematic ● Bots as a Services. B2B Bots that help people and teams be more productive, manage tasks or tackle communications challenges will replicate business models being used by existing B2B software ● Retail sales bots; ● Payment simplification bots
  • 39. 39 Case Study: bot and voice controlled lamp Amazon Echo is a hands-free speaker you control with your voice. Echo connects to the Alexa Voice Service to play music, provide information, news, sports scores, weather, and more—instantly. Its ready-to-use technology but still quite raw all you need to do is to write a custom skill to do any action you want, e.g. you are saying: “Alexa, ask lamp switcher to set lamp color to green!”
  • 40. 40 Case Study: bot and voice controlled lamp wit.ai service allows us to develop bots for various applications. Users can operate with the different inputs of information (voice, text messages, gestures, etc.). After acquisition of command the information could be send directly to the bot (in case with text input) or transmit to the preprocessing service (as speech recognition service in case with voice control). The bot will answer user’s request with a text, voice, content or perform a command or an
  • 41. 41 Case study: Fino app – AI in finance https://www.facebook.com/finoapp http://www.finomon.com
  • 42. 42 Messengers with bot support Native
  • 43. 43 Cloud speech to text providers and bot engines
  • 44. 44 Case Study: Voice recognition and natural language processing Voice recognition and natural language processing is one of the most important things for IoT purposes. Voice recognition technique was implemented to prepare your favorite cocktail, e.g. you’re saying: “Scoofy, make my favorite drink!” and device makes your favorite drink based on your preference and previous history.
  • 45. 45 Frameworks and tools for Deep Learning https://github.com/aymericdamien/TensorFlow-Examples