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Post COVID -19
Artificial Intelligence
Priti Srinivas Sajja
Professor
Department of Computer Science
Sardar Patel University
Visit pritisajja.info for details
1Created by Priti Srinivas Sajja
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
2
Created by Priti Srinivas Sajja
• Name: Dr. Priti Srinivas Sajja
• Communication:
• Email : priti@pritisajja.info
• Mobile : +91 9824926020
• URL :http://pritisajja.info
• Academic qualifications : Ph. D in Computer Science
• Thesis title: Knowledge-Based Systems for Socio-
• Economic Rural Development (2000)
• Subject area of specialization : Artificial Intelligence
• Publications : 216in Books, Book Chapters, Journals and
in Proceedings of International and National Conferences
Introduction
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
3
Created by Priti Srinivas Sajja
Artificial Intelligence
 Imparting Natural Intelligence into machines
where people are better
human thought process
characteristics we associate
with intelligence
knowledge using symbols
heuristic methods
non-algorithmic
Constituents of artificial intelligence
NI and AI
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
4
Created by Priti Srinivas Sajja
Artificial intelligence
Nature of AI
Extreme
solution, either
best or worst
taking 
(infinite) time
time
Acceptable
solution in
acceptable
time
Nature of AI solutions
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
5
Created by Priti Srinivas Sajja
Rich & Knight (1991) classified and described the different areas that
Artificial Intelligence techniques have been applied to as follows:
Mundane Tasks
• Perception - vision and
speech
• Natural language
understanding, generation,
and translation
• Commonsense reasoning
• Robot control Formal Tasks
• Games - chess,
backgammon, checkers, etc.
• Mathematics- geometry,
logic, integral calculus,
theorem proving, etc.
Expert Tasks
• Engineering - design, fault
finding, manufacturing
planning, etc.
• Scientific analysis
• Medical diagnosis
• Financial analysis
Application
Domains
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
6
Created by Priti Srinivas Sajja
Basic transactions by operational
staff using data processing
Middle management uses reports/info.
generated though analysis and acts
accordingly
Higher management generates
knowledge by synthesizing
information
Strategy makers apply morals,
principles, and experience to generate
policies
Wisdom (experience)
Knowledge (synthesis)
Information (analysis)
Data (processing of raw observations )
Volume Sophistication
and complexity
TPS
DSS, MIS
KBS
WBS
IS
Data pyramid
Data Pyramid
5th Generation  AI
What, How What No Inputs
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
7
Created by Priti Srinivas Sajja
According to the classifications by Tuthhill & Levy (1991), five main types
of KBS exists:
 Expert systems
 Linked Systems
 CASE based Systems
 Intelligent Tutoring Systems
 Intelligent User Interface for Database
Knowledge
base
Inference
engine
User interface
Explanation
and
reasoning
Self-
learning
General structure of KBS
Symbolic AI
Knowledge-Based Systems (KBS) are Productive Artificial Intelligence Tools
working in a narrow domain.
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
8
Created by Priti Srinivas Sajja
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
9
Created by Priti Srinivas Sajja
Knowledge
Based Systems
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
10
Created by Priti Srinivas Sajja
Knowledge
Based Systems
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
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Created by Priti Srinivas Sajja
Pros and Cons
 Nature of knowledge
- Hard to characterize
- Voluminous
- Dynamic
 Knowledge acquisition
- Fact finding methods support only
- Tacit and higher level knowledge
- Multiple experts
 Knowledge representation
- Limited knowledge structures support
 KBS development models
- Only SAD/SE guidelines and a few quality metrics
 Large size of knowledge base
Limitations of Symbolic Representation
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction Bio-Inspired Computing
 New approaches to AI
 Taking inspiration form nature and biological systems
 Includes models such as
 Artificial Neural Network (ANN)
 Genetic Algorithm(GA)
 Swarm Intelligence(SI), etc.
 Nature has virtues of self learning, evolution,
emergence and immunity
 The objective of bio-inspired models and techniques to
take inspiration from Mother Nature and solve
problems in more effective and intelligent way
12
Created by Priti Srinivas Sajja
Bio-inspired
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
13
Created by Priti Srinivas Sajja
Neural
Network
Genetic
Algorithm
Chaos
Theory
Fuzzy
Logic
Probability
Theory
Machine
Learning
Soft
Computing
Soft Computing
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
Education
 Idea 1: Customised learning
 Mimicking how a teacher is teaching in class Virtual and
augmented reality
 Determination of learners level using AI
 Dynamic sequencing of material from database
 Other Ideas
 Automatic assessment of Students
 Chatbots and learning assistants to students
 Collaborative filtering (Netflix) for educational content
 Online educational platforms for webinar and discussion
 New assessment and exam policies
 Design of new AI based courses
14
Created by Priti Srinivas Sajja
Education
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction Healthcare
 Idea 1: Convolutional ANN for disease
diagnosis
 Diagnosis of COVID-19 through CTScanned lung images
 Other Ideas
 Big data in healthcare with machine learning for
medical as well as administrative data to free doctors
 Moral boosting system and Awareness system for
patient and relatives (AROGYASETU)
 Early prediction of diseases before their symptoms
appears (eg. https://bluedot.global/)
15
Created by Priti Srinivas Sajja
HealthCare
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
16
Created by Priti Srinivas Sajja
Fuzzy Convolutional Neural Network to Classify CT-
scan Images For COVID -19
HealthCare
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction  Entertainment, Media and Social
Media
 Idea 1: Hybrid collaborative filtering
for OTT (Over The Top) media
 Recommendation of video and other programmes
 Other Ideas
 Educational gaming
 Social media and spam email filtering
 Online publishing media
 Matrimonial profile matching (along with twitetr)
17
Created by Priti Srinivas Sajja
Entertainment
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction  eBusiness
 Idea 1: Secured eCommerce models on
fog computing (pure)
 Cloud will be costly in terms of effort, time and
cost, hence fog is recommended
 Secured and friendly payment gateways
 Other Ideas
 Automation as labor not availble
 Make in India as Import form other countries may be
affected
 Product innovation in manufacturing related to
pharma product such as PPE kit, gloves, etc.
18
Created by Priti Srinivas Sajja
eBusiness
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
19
Created by Priti Srinivas Sajja
eBusiness
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction  Data Science
 Idea 1: Prediction, Analytic and
Visualization on diseases (COVID) data
 Deep learning neural network
 Other Ideas
 Intelligent interface for generated data
 Using fuzzy logic to find the missing value in
big data sets
 Consumer modelling
 Evolving product design and market analysis
20
Created by Priti Srinivas Sajja
Data Science
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
21
Created by Priti Srinivas Sajja
Data Science
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction  Web Intelligence
 Idea 1: Web Page Filtering
 Deep learning for extracting features of web and
then classification
 Other Ideas
 Fuzzy queries to Web
 Meta Search engine
 NLP/Voice based search
 focussed and distributed crawler
22
Created by Priti Srinivas Sajja
Web
Intelligence
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
23
Created by Priti Srinivas Sajja
Web
Intelligence
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
 Pure and Applied Research Ideas
24
Created by Priti Srinivas Sajja
Applications
Click Here ….
Sajja, P.S. “Research directions in new
artificial intelligence: A case of neuro-
fuzzy system for web mining”, Prajna,
vol.21, pp.54-59, (Dec’13)
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
25
Created by Priti Srinivas Sajja
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction Some more examples ….
26
Created by Priti Srinivas Sajja
Examples
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
27
Created by Priti Srinivas Sajja
http://www.hansonrobotics.com/robot/sophia/
• She has a sense of humor.
• She can express feelings
• Citizen of Saudi Arabia
• Sophia wants to protect
humanity
• British actress ‘Audrey
Hepburn’ , model, dancer
and humanitarian.
• Recognised as a film
and fashion icon
Examples
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
28
Created by Priti Srinivas Sajja
Examples
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
29
Created by Priti Srinivas Sajja
Examples
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
30
Created by Priti Srinivas Sajja
Examples
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
31
Created by Priti Srinivas Sajja
Examples
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
32
Created by Priti Srinivas Sajja
Examples
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
33
Some slideshows are available here
AI Post COVID-19
NI and AI
Nature of AI
Application
Categories
Data Pyramid
Symbolic AI
Bio-inspired
Examples
Acknowledgement
Introduction
34
Created by Priti Srinivas Sajja
Main References
 llustrationsOf.com
 www.gadgetcage.com
 Prersentermedia.com
 Presentationmagazine.com
 humorgun.blogspot.com
 Clikr.com
 Engadget.com
 scenicreflections.com
 lih.univ-lehavre.fr
 business2press.com
 globalswarminghoneybees.blogspot.com
 Knowledge-based systems, Akerkar RA and Priti Srinivas Sajja, Jones & Bartlett Publishers,
Sudbury, MA, USA (2009)
Acknowledgement

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Ai priti sajja original webinar ai post covid may 2020

  • 1. Post COVID -19 Artificial Intelligence Priti Srinivas Sajja Professor Department of Computer Science Sardar Patel University Visit pritisajja.info for details 1Created by Priti Srinivas Sajja
  • 2. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 2 Created by Priti Srinivas Sajja • Name: Dr. Priti Srinivas Sajja • Communication: • Email : priti@pritisajja.info • Mobile : +91 9824926020 • URL :http://pritisajja.info • Academic qualifications : Ph. D in Computer Science • Thesis title: Knowledge-Based Systems for Socio- • Economic Rural Development (2000) • Subject area of specialization : Artificial Intelligence • Publications : 216in Books, Book Chapters, Journals and in Proceedings of International and National Conferences Introduction
  • 3. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 3 Created by Priti Srinivas Sajja Artificial Intelligence  Imparting Natural Intelligence into machines where people are better human thought process characteristics we associate with intelligence knowledge using symbols heuristic methods non-algorithmic Constituents of artificial intelligence NI and AI
  • 4. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 4 Created by Priti Srinivas Sajja Artificial intelligence Nature of AI Extreme solution, either best or worst taking  (infinite) time time Acceptable solution in acceptable time Nature of AI solutions
  • 5. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 5 Created by Priti Srinivas Sajja Rich & Knight (1991) classified and described the different areas that Artificial Intelligence techniques have been applied to as follows: Mundane Tasks • Perception - vision and speech • Natural language understanding, generation, and translation • Commonsense reasoning • Robot control Formal Tasks • Games - chess, backgammon, checkers, etc. • Mathematics- geometry, logic, integral calculus, theorem proving, etc. Expert Tasks • Engineering - design, fault finding, manufacturing planning, etc. • Scientific analysis • Medical diagnosis • Financial analysis Application Domains
  • 6. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 6 Created by Priti Srinivas Sajja Basic transactions by operational staff using data processing Middle management uses reports/info. generated though analysis and acts accordingly Higher management generates knowledge by synthesizing information Strategy makers apply morals, principles, and experience to generate policies Wisdom (experience) Knowledge (synthesis) Information (analysis) Data (processing of raw observations ) Volume Sophistication and complexity TPS DSS, MIS KBS WBS IS Data pyramid Data Pyramid 5th Generation  AI What, How What No Inputs
  • 7. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 7 Created by Priti Srinivas Sajja According to the classifications by Tuthhill & Levy (1991), five main types of KBS exists:  Expert systems  Linked Systems  CASE based Systems  Intelligent Tutoring Systems  Intelligent User Interface for Database Knowledge base Inference engine User interface Explanation and reasoning Self- learning General structure of KBS Symbolic AI Knowledge-Based Systems (KBS) are Productive Artificial Intelligence Tools working in a narrow domain.
  • 8. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 8 Created by Priti Srinivas Sajja
  • 9. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 9 Created by Priti Srinivas Sajja Knowledge Based Systems
  • 10. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 10 Created by Priti Srinivas Sajja Knowledge Based Systems
  • 11. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 11 Created by Priti Srinivas Sajja Pros and Cons  Nature of knowledge - Hard to characterize - Voluminous - Dynamic  Knowledge acquisition - Fact finding methods support only - Tacit and higher level knowledge - Multiple experts  Knowledge representation - Limited knowledge structures support  KBS development models - Only SAD/SE guidelines and a few quality metrics  Large size of knowledge base Limitations of Symbolic Representation
  • 12. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction Bio-Inspired Computing  New approaches to AI  Taking inspiration form nature and biological systems  Includes models such as  Artificial Neural Network (ANN)  Genetic Algorithm(GA)  Swarm Intelligence(SI), etc.  Nature has virtues of self learning, evolution, emergence and immunity  The objective of bio-inspired models and techniques to take inspiration from Mother Nature and solve problems in more effective and intelligent way 12 Created by Priti Srinivas Sajja Bio-inspired
  • 13. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 13 Created by Priti Srinivas Sajja Neural Network Genetic Algorithm Chaos Theory Fuzzy Logic Probability Theory Machine Learning Soft Computing Soft Computing
  • 14. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction Education  Idea 1: Customised learning  Mimicking how a teacher is teaching in class Virtual and augmented reality  Determination of learners level using AI  Dynamic sequencing of material from database  Other Ideas  Automatic assessment of Students  Chatbots and learning assistants to students  Collaborative filtering (Netflix) for educational content  Online educational platforms for webinar and discussion  New assessment and exam policies  Design of new AI based courses 14 Created by Priti Srinivas Sajja Education
  • 15. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction Healthcare  Idea 1: Convolutional ANN for disease diagnosis  Diagnosis of COVID-19 through CTScanned lung images  Other Ideas  Big data in healthcare with machine learning for medical as well as administrative data to free doctors  Moral boosting system and Awareness system for patient and relatives (AROGYASETU)  Early prediction of diseases before their symptoms appears (eg. https://bluedot.global/) 15 Created by Priti Srinivas Sajja HealthCare
  • 16. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 16 Created by Priti Srinivas Sajja Fuzzy Convolutional Neural Network to Classify CT- scan Images For COVID -19 HealthCare
  • 17. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction  Entertainment, Media and Social Media  Idea 1: Hybrid collaborative filtering for OTT (Over The Top) media  Recommendation of video and other programmes  Other Ideas  Educational gaming  Social media and spam email filtering  Online publishing media  Matrimonial profile matching (along with twitetr) 17 Created by Priti Srinivas Sajja Entertainment
  • 18. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction  eBusiness  Idea 1: Secured eCommerce models on fog computing (pure)  Cloud will be costly in terms of effort, time and cost, hence fog is recommended  Secured and friendly payment gateways  Other Ideas  Automation as labor not availble  Make in India as Import form other countries may be affected  Product innovation in manufacturing related to pharma product such as PPE kit, gloves, etc. 18 Created by Priti Srinivas Sajja eBusiness
  • 19. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 19 Created by Priti Srinivas Sajja eBusiness
  • 20. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction  Data Science  Idea 1: Prediction, Analytic and Visualization on diseases (COVID) data  Deep learning neural network  Other Ideas  Intelligent interface for generated data  Using fuzzy logic to find the missing value in big data sets  Consumer modelling  Evolving product design and market analysis 20 Created by Priti Srinivas Sajja Data Science
  • 21. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 21 Created by Priti Srinivas Sajja Data Science
  • 22. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction  Web Intelligence  Idea 1: Web Page Filtering  Deep learning for extracting features of web and then classification  Other Ideas  Fuzzy queries to Web  Meta Search engine  NLP/Voice based search  focussed and distributed crawler 22 Created by Priti Srinivas Sajja Web Intelligence
  • 23. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 23 Created by Priti Srinivas Sajja Web Intelligence
  • 24. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction  Pure and Applied Research Ideas 24 Created by Priti Srinivas Sajja Applications Click Here …. Sajja, P.S. “Research directions in new artificial intelligence: A case of neuro- fuzzy system for web mining”, Prajna, vol.21, pp.54-59, (Dec’13)
  • 25. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 25 Created by Priti Srinivas Sajja
  • 26. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction Some more examples …. 26 Created by Priti Srinivas Sajja Examples
  • 27. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 27 Created by Priti Srinivas Sajja http://www.hansonrobotics.com/robot/sophia/ • She has a sense of humor. • She can express feelings • Citizen of Saudi Arabia • Sophia wants to protect humanity • British actress ‘Audrey Hepburn’ , model, dancer and humanitarian. • Recognised as a film and fashion icon Examples
  • 28. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 28 Created by Priti Srinivas Sajja Examples
  • 29. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 29 Created by Priti Srinivas Sajja Examples
  • 30. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 30 Created by Priti Srinivas Sajja Examples
  • 31. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 31 Created by Priti Srinivas Sajja Examples
  • 32. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 32 Created by Priti Srinivas Sajja Examples
  • 33. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 33 Some slideshows are available here
  • 34. AI Post COVID-19 NI and AI Nature of AI Application Categories Data Pyramid Symbolic AI Bio-inspired Examples Acknowledgement Introduction 34 Created by Priti Srinivas Sajja Main References  llustrationsOf.com  www.gadgetcage.com  Prersentermedia.com  Presentationmagazine.com  humorgun.blogspot.com  Clikr.com  Engadget.com  scenicreflections.com  lih.univ-lehavre.fr  business2press.com  globalswarminghoneybees.blogspot.com  Knowledge-based systems, Akerkar RA and Priti Srinivas Sajja, Jones & Bartlett Publishers, Sudbury, MA, USA (2009) Acknowledgement