59
Knowledge Based Artificial Intelligence Technology: The Next Step In Academic Instructional Tools Dale Crowe, JD, Ph.D., University of Phoenix <[email protected]> Martin La Pierre, MA, University of Phoenix Mansureh Kebritchi, Ph.D., University of Phoenix [email protected]

Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

  • Upload
    others

  • View
    8

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Knowledge Based Artificial

Intelligence Technology: The Next

Step In Academic Instructional

Tools

Dale Crowe, JD, Ph.D., University of Phoenix<[email protected]>Martin La Pierre, MA, University of PhoenixMansureh Kebritchi, Ph.D., University of Phoenix [email protected]

Page 2: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Knowledge Based Artificial

Augmentation\ Intelligence Technology:

The Next Step In Academic Instructional

Tools

Page 3: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 4: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 5: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 6: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

“The traceability of the machine

recommendations (i.e., why a

recommendation was made) will be

important in fostering confidence

and trust.”

Dr. Francesca Rossi, Professor of Computer

Science,

University of Padova and Harvard University

Page 7: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

“Even big brains can have a blip.

And IBM's supercomputer Watson is

no exception, despite its bank of 90

IBM Power 750 servers that can

process the equivalent of 1 million

books of information a second.”

Page 8: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 9: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 10: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 11: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 12: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

There will be two opposing forces at

work.

“One will push toward Augmented

Intelligence, as the demand for more

and more intelligent machines

increases over time”. An opposing

force looking to slow adoption as

broader understanding and enablement

of cognitive (AI) computing occurs.”Source: IBM White Paper

Page 13: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

“There is already a strong belief among

subject-matter experts [Instructional

Designers] that current computer

architectures and programming

paradigms must advance to take

cognitive computing to the next level.

Technology advances, including natural

language processing…”.Source: IBM White Paper

Page 14: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

“The value proposition of cognitive

computing is compelling, and many

pioneering organizations are already

realizing economic value. However,

perceptions need to be well managed

and grounded in reality. Otherwise, the

disparity between vastly different views

combined with misinformation could

lead to another “AI Winter”…”.Source: IBM White Paper

Page 15: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

“IDC [International Data Corporation]

projects that the digital universe will

reach 40 zettabytes (ZB) by 2020. To put

this number into perspective, consider

that 40 ZB is equal to 57 times the

amount of all the grains of sand on all

the beaches on earth. It is now nearly

humanly impossible across vocations

to keep pace with the growing volume

and velocity of information available

today. “Source: IBM White Paper

Page 16: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

“Wider adoption of cognitive computing

[Augmented Intelligence] across domains

will likely require that policies advance

(e.g., data sharing, data security and

privacy). There may be requirements for

entirely new policies in response to

advancements in cognitive capabilities.”Source: IBM White Paper

Page 17: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

“A key challenge for the advancement

of cognitive computing [Augmented

Intelligence will be the availability of

skilled humans. Advancing cognitive

computing capabilities and

implementing cognitive

systems require unique skill sets, such

as those of machine learning experts

and natural

language processing scientists. These

skills are currently in high demand and

limited supply.”Source: IBM White Paper

Page 18: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

“It [a cognitive system] cannot ingest

information on its own. We need

humans to train it on a particular

domain.”Grady Booch, IBM Fellow and Chief Scientist for Software Engineering, IBM Research

Page 19: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

“There are concerns over another

‘AI winter.’ Education programs will

be key to grow cognitive systems

capability, and IBM is doing a

significant amount of work in this

area.”Dr. Jim Spohrer, Director Global University Programs,IBM Research

Page 20: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

UOPXInstitution Management

Server (IMS) Cloud

Sever Cluster

Identity Management Services

APA, MLP and Chicago styleKnowledge bases

Formatting Knowledge base

Reference Library AccessService

Accounting Services

AI Processing Management Services

User Portal Interface

User Portal

Institution Management

Servers

Commercial AI Processing Engine

Cloud

Page 21: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Technical Aspects of Developing

an Augmented Intelligence

(Cognition) Based Scholarly

Writing System (SWS) Including

a Development Plan

Beyond SWS Other AI Cognition

Applications. Problems Facing

Instructional Designers.

Page 22: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Technical Aspects of Developing

an Augmented Intelligence

(Cognition) Based Scholarly

Writing System (SWS) Including

a Development Plan

Beyond SWS Other AI Cognition

Applications. Problems Facing

Instructional Designers.

Page 23: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 24: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 25: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 26: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 27: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 28: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 29: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 30: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 31: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Text Input

Page 32: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Questions Asked Concerning Intent

SWS:Is This a Work of Fiction or Humor? Do You Intend This Work To Be Considered For Scholarly Peer Review?

“However, promoting interpersonal conflict between IT team

mates has been proven to be a good method of increasing

quality and efficiency of IT work (Adams, 2010).”

Page 33: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Knowledge Domain Identification and Evaluation

This text falls into the domain of information technology and team interaction. Is that your intent?

“However, promoting interpersonal

conflict between IT team mates has

been proven to be a good method of

increasing quality and efficiency of

IT work (Adams, 2010).”

Page 34: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Knowledge Domain Identification and Evaluation

Figure 1 is mislabeled. It is a table and not a figure. It appears to be a table pertaining to

species of animals not an IT meeting.

Figure 1. IT Team Meeting

Page 35: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Feedback To Author From SWS

Paragraphs and figures need work. Would like details?

“However, promoting interpersonal

conflict between IT team mates has

been proven to be a good method of

increasing quality and efficiency of IT

work (Adams, 2010).”

Page 36: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Sequence Repeats

Author Provides Additional Information to SWS

Concerning Suggestions Provided

Author Acts Do Not Act On Feedback

Page 37: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning
Page 38: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Beyond SWS;

Other AI Cognition Applications

Challenges Facing Instructional Designers

Page 39: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Challenges for Adopting Augmented Intelligence

Application of Augmented Intelligence

Page 40: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Confusion about two close fields?

Augmented Intelligence Artificial Intelligence

Page 41: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Resistance for Adopting Artificial Intelligence

Page 42: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Replacement of Human?

Page 43: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Dangerous?

Page 44: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Old Split in the Computer Science but not in

Popular Culture

Augmented Intelligence

• Empower and amplify Human

• Supplement/Support Human

Artificial Intelligence

• Reproduce Human Intelligence

• Function autonomously

Page 45: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Limitation of Modeling Human Intelligence

Human Intelligence

Artificial Intelligence

Page 46: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Augmented Intelligence grounded in Human

Computer Interaction

Harnessing computers’ best strengths while keeping

human agents at center stage

Page 47: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Augmented Intelligence: Intelligent Tutor Systems

Page 48: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Augmented Intelligence: Intelligent Tutor Systems

One to one interaction

Customized instruction

Individual feedback

Page 49: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Augmented Intelligence: Intelligent Tutor Systems

I-TUTOR (Intelligent Tutoring for Lifelong Learning)The European Commission,open source learning environments, a multi-agent based intelligent system to supportonline teachers, trainers, and tutors.

Monitor

Track

AnalyzeGive formative

assessment

Feedback

Page 50: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Augmented Intelligence: Intelligent Tutor Systems

I-TUTOR

Students

TutorsTeachers

Instructional Designer

Page 51: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Further Learn about Human Intelligence

IBM plan: "Over the next decade, we'll know a lot more

of the fundamental principles of how people learn,"

Page 52: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Further Engage with Learners

IBM Plan: "we can fundamentally bring the element of

discovery, surprise and exploration back into the classroom, and

in the process, deeply engage the learner.” Satya Nitta, program director of

cognitive computing for education at IBM

Page 53: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Process of Vast amount of Information

Watson Discovery Advisor, a cloud-based analytical arm of the

computer system to help with scientific and educational research.

Page 54: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Process Vast amount of Information

The amount of documented medical knowledge doubles every

few years. By 2020, that it will double every 73 days. Teachers

face a similar challenge in translating that knowledge into lessons

Page 55: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Augmented Intelligence: Expand Search Engine Role

Watson could lend teachers a hand by expanding

its role as a search engine, returning not only the

best answer to a question but also the logic for how

it reached that conclusion

Page 56: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Instructional Designers Play Major Roles for

Adopting Augmented Intelligence

Page 57: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Researcher, Innovator, Informer

Instructional Designers Wear Multiple Hats

Page 58: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

Key Factors to Adopt Augmented Intelligence

Augmented Intelligence

Limitations and strengths

Relation with Human

Instructional Designers

Improving Education

Page 59: Knowledge Based Artificial Intelligence Technology: The ... · computing capabilities and implementing cognitive systems require unique skill sets, such as those of machine learning

THANK YOU

QUESTIONS? Dale Crowe, JD, Ph.D., University of PhoenixMartin La Pierre, MA, University of PhoenixMansureh Kebritchi, Ph.D., University of Phoenix [email protected]