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Un-artificial
Intelligence
M E L I N D A S E C K I N G T O N
@ m s e c k i n g t o n
“roboti” = serf labor
R.U.R.
Movie Geek
Developer
To pioneer the best
learning experiences
for everyone, everywhere
A R T I F I C I A L
I N T E L L I G E N C E
H O W
M A C H I N E S
L E A R N
How
people
learn
Un-artificial Intelligence
What is
intelligence?
Strength
Constitution
Dexterity
Intelligence
Wisdom
Charisma
Strength
Constitution
Dexterity
Intelligence
Wisdom
Charisma
intelligence [ɪnˈtɛlɪdʒ(ə)ns] noun
1. the ability to acquire and apply
knowledge and skills
A R T I F I C I A L
I N T E L L I G E N C E
S Y S T E M S
T H A T T H I N K
L I K E H U M A N S
S Y S T E M S
T H A T A C T
L I K E H U M A N S
S Y S T E M S
T H A T T H I N K
R A T I O N A L L Y
S Y S T E M S
T H A T A C T
R A T I O N A L L Y
S Y S T E M S
T H A T A C T
L I K E H U M A N S
S Y S T E M S
T H A T T H I N K
R A T I O N A L L Y
S Y S T E M S
T H A T A C T
R A T I O N A L L Y
S Y S T E M S
T H A T T H I N K
L I K E H U M A N S
S Y S T E M S
T H A T T H I N K
L I K E H U M A N S
S Y S T E M S
T H A T A C T
L I K E H U M A N S
S Y S T E M S
T H A T T H I N K
R A T I O N A L L Y
S Y S T E M S
T H A T A C T
R A T I O N A L L Y
S Y S T E M S
T H A T T H I N K
L I K E H U M A N S
S Y S T E M S
T H A T A C T
L I K E H U M A N S
S Y S T E M S
T H A T T H I N K
R A T I O N A L L Y
S Y S T E M S
T H A T A C T
R A T I O N A L L Y
S Y S T E M S
T H A T T H I N K
L I K E H U M A N S
S Y S T E M S
T H A T A C T
L I K E H U M A N S
S Y S T E M S
T H A T T H I N K
R A T I O N A L L Y
S Y S T E M S
T H A T A C T
R A T I O N A L L Y
S Y S T E M S
T H A T T H I N K
L I K E H U M A N S
S Y S T E M S
T H A T A C T
L I K E H U M A N S
S Y S T E M S
T H A T T H I N K
R A T I O N A L L Y
S Y S T E M S
T H A T A C T
R A T I O N A L L Y
C O G N I T I V E
S C I E N C E
D I S C O V E R
T H E O R Y
O F T H E M I N D
E X P R E S S T H E O R Y
A S A C O M P U T E R
P R O G R A M
S Y S T E M S
T H A T T H I N K
L I K E H U M A N S
S Y S T E M S
T H A T A C T
L I K E H U M A N S
S Y S T E M S
T H A T T H I N K
R A T I O N A L L Y
S Y S T E M S
T H A T A C T
R A T I O N A L L Y
L O G I C I S T
A N Y P R O B L E M C A N
B E D E S C R I B E D I N
L O G I C A L N O T A T I O N
P R O G R A M S C A N
S O L V E A N Y
P R O B L E M
S Y S T E M S
T H A T T H I N K
L I K E H U M A N S
S Y S T E M S
T H A T A C T
L I K E H U M A N S
S Y S T E M S
T H A T T H I N K
R A T I O N A L L Y
S Y S T E M S
T H A T A C T
R A T I O N A L L Y
T U R I N G T E S T
I M I T A T I O N G A M E
S O M E H U M A N
B E H A V I O U R I S
U N I N T E L L I G E N T
H U M A N B E H A V I O U R I N T E L L I G E N T B E H A V I O U R
S O M E
I N T E L L I G E N T
B E H A V I O U R I S
I N H U M A N
T U R I N G
T E S T
A R T I F I C I A L S T U P I D I T Y
S Y S T E M S
T H A T T H I N K
L I K E H U M A N S
S Y S T E M S
T H A T A C T
L I K E H U M A N S
S Y S T E M S
T H A T T H I N K
R A T I O N A L L Y
S Y S T E M S
T H A T A C T
R A T I O N A L L Y
I N T E L L I G E N T
A G E N T S
S E N S O R S
?
E N V I R O N M E N T
I N T E L L I G E N T A G E N T
A G E N T
E F F E C T O R S
I N T E L L I G E N T A G E N T
H U M A N
S E N S O R S E F F E C T O R S
?
E N V I R O N M E N T
W H A T T H E
W O R L D
I S L I K E N O W
C O N D I T I O N - A C T I O N R U L E S
S I M P L E R E F L E X A G E N T
S E N S O R S E F F E C T O R S
W H A T A C T I O N
I S H O U L D
D O N O W
A G E N T
E N V I R O N M E N T
O B S E R V A T I O N S
A C T I O N S
E M A I L
F I L T E R S
F R O M :
n o t i f i c a t i o n s
@ g i t h u b . c o m
Y O U R F I L T E R S :
m a t c h e s
( n o t i f i c a t i o n s @ g i t h u b . c o m )
I N C O M I N G
E M A I L
A P P L I E S
F I L T E R
D o t h i s : A p p l y
l a b e l “ G i t h u b ”
A G E N T
Y O U R I N B O X
S I M P L E R E F L E X A G E N T
W H A T T H E
W O R L D
I S L I K E N O W
C O N D I T I O N - A C T I O N R U L E S
S I M P L E R E F L E X A G E N T
S E N S O R S E F F E C T O R S
W H A T A C T I O N
I S H O U L D
D O N O W
A G E N T
E N V I R O N M E N T
O B S E R V A T I O N S
A C T I O N S
I N T E L L I G E N T A G E N T
A G E N T
S E N S O R S E F F E C T O R S
E N V I R O N M E N T
O B S E R V A T I O N S
W H A T T H E
W O R L D
I S L I K E N O W
W H A T A C T I O N
I S H O U L D
D O N O W
C O N D I T I O N - A C T I O N R U L E S
A C T I O N S
Pavlov
C L A S S I C A L C O N D I T I O N I N G
C A T
S M E L L
R A C E T O
K I T C H E N
E N V I R O N M E N T
O B S E R V A T I O N S
I S M E L L
F O O D
S H O W T H A T
I W A N T
T H E F O O D
S M E L L F O O D = = I G E T T O E A T
C L A S S I C A L C O N D I T I O N I N G
S M E L L + S O U N D
R A C E T O
K I T C H E N
E N V I R O N M E N T
O B S E R V A T I O N S
I S M E L L F O O D
&
I H E A R A B E L L
S H O W T H A T
I W A N T
T H E F O O D
S M E L L F O O D & & H E A R B E L L
= = I G E T T O E A T
C A T
C L A S S I C A L C O N D I T I O N I N G
S O U N D
R A C E T O
K I T C H E N
E N V I R O N M E N T
O B S E R V A T I O N S
I H E A R A
B E L L
S H O W T H A T
I W A N T
T H E F O O D
H E A R B E L L = = I G E T T O E A T !
C A T
Habit forming
I N T E L L I G E N T A G E N T
H U M A N
S O U N D M O V E L E G S
M Y B E D R O O M
I H E A R M Y
A L A R M C L O C K
I D E C I D E I
S H O U L D
G E T U P
A L A R M C L O C K = =
T I M E T O G E T U P
I N T E L L I G E N T A G E N T
D E V E L O P E R
S I G H T
S M A S H
K E Y B O A R D
M Y C O D E
I S E E M Y
T E S T S A R E
F A I L I N G
I S H O U L D F I X
T E S T S
F A I L I N G T E S T S = = B A D
C R I T I C
C H A N G E S
L E A R N I N G A G E N T
A G E N T
S E N S O R S
L E A R N I N G
E L E M E N T
P R O B L E M
G E N E R A T O R
P E R F O R M A N C E E L E M E N T
F E E D B A C K
K N O W L E D G E
L E A R N I N G
G O A L S
E N V I R O N M E N T
O B S E R V A T I O N S
O B S E R V A T I O N S
E F F E C T O R S
E X P E R I M E N T S
A C T I O N S
P E R F O R M A N C E E L E M E N T
C R I T I C
C H A N G E S
L E A R N I N G A G E N T
A G E N T
S E N S O R S
L E A R N I N G
E L E M E N T
P R O B L E M
G E N E R A T O R
F E E D B A C K
K N O W L E D G E
L E A R N I N G
G O A L S
E N V I R O N M E N T
O B S E R V A T I O N S
O B S E R V A T I O N S
E F F E C T O R S
E X P E R I M E N T S
C R I T I C
C H A N G E S
L E A R N I N G A G E N T
A G E N T
S E N S O R S
L E A R N I N G
E L E M E N T
P R O B L E M
G E N E R A T O R
P E R F O R M A N C E E L E M E N T
F E E D B A C K
K N O W L E D G E
L E A R N I N G
G O A L S
E N V I R O N M E N T
O B S E R V A T I O N S
O B S E R V A T I O N S
E F F E C T O R S
E X P E R I M E N T S
A C T I O N S
C R I T I C
C H A N G E S
L E A R N I N G A G E N T
A G E N T
S E N S O R S
L E A R N I N G
E L E M E N T
P R O B L E M
G E N E R A T O R
P E R F O R M A N C E E L E M E N T
F E E D B A C K
K N O W L E D G E
L E A R N I N G
G O A L S
E N V I R O N M E N T
O B S E R V A T I O N S
O B S E R V A T I O N S
E F F E C T O R S
E X P E R I M E N T S
A C T I O N S
C R I T I C
C H A N G E S
L E A R N I N G A G E N T
A G E N T
S E N S O R S
L E A R N I N G
E L E M E N T
P R O B L E M
G E N E R A T O R
P E R F O R M A N C E E L E M E N T
F E E D B A C K
K N O W L E D G E
L E A R N I N G
G O A L S
E N V I R O N M E N T
O B S E R V A T I O N S
O B S E R V A T I O N S
E F F E C T O R S
E X P E R I M E N T S
A C T I O N S
C H A N G E S
L E A R N I N G A G E N T
H U M A N
P E R F O R M A N C E E L E M E N T
F E E D B A C K
K N O W L E D G E
L E A R N I N G
G O A L S
E N V I R O N M E N T
S E N S O R S E F F E C T O R S
C R I T I C
L E A R N I N G
E L E M E N T
P R O B L E M
G E N E R A T O R
O B S E R V A T I O N S
O B S E R V A T I O N S
E X P E R I M E N T S
A C T I O N S
C H A N G E S
L E A R N I N G A G E N T
H U M A N
C O N T R O L
F E E D B A C K
K N O W L E D G E
L E A R N I N G
G O A L S
E N V I R O N M E N T
E X P E R I E N C E E F F E C T
R E F L E C T U N D E R S T A N D P L A N
O B S E R V A T I O N S
O B S E R V A T I O N S
E X P E R I M E N T S
A C T I O N S
C R I T I C
C H A N G E S
L E A R N I N G A G E N T
A G E N T
S E N S O R S
L E A R N I N G
E L E M E N T
P R O B L E M
G E N E R A T O R
P E R F O R M A N C E E L E M E N T
F E E D B A C K
K N O W L E D G E
L E A R N I N G
G O A L S
E N V I R O N M E N T
O B S E R V A T I O N S
O B S E R V A T I O N S
E F F E C T O R S
E X P E R I M E N T S
A C T I O N S
H O W D O W E
D E F I N E T H E S E
L E A R N I N G E L E M E N T S ?
T H R E E M A J O R I S S U E S :
T H R E E M A J O R I S S U E S :
C O M P O N E N T S
T H R E E M A J O R I S S U E S :
C O M P O N E N T S
R E P R E S E N T A T I O N
T H R E E M A J O R I S S U E S :
C O M P O N E N T S
F E E D B A C K
R E P R E S E N T A T I O N
L E A R N I N G A L G O R I T H M S
S U P E R V I S E D L E A R N I N G
T H I S I S A C I R C L E
T H I S I S A C I R C L E
T H I S I S A S Q U A R E
T H I S I S A C I R C L E
T H I S I S A S Q U A R E
T H I S I S A T R I A N G L E
N E W I N P U T :
S U P E R V I S E D L E A R N I N G
U N S U P E R V I S E D L E A R N I N G
U N S U P E R V I S E D L E A R N I N G
R E I N F O R C E M E N T L E A R N I N G
T H I S I S A T R I A N G L E
T H I S I S A S Q U A R E
T H I S I S A T R I A N G L E
T H I S I S A C I R C L E
T H I S I S A S Q U A R E
T H I S I S A T R I A N G L E
W R O N G !
R E I N F O R C E M E N T L E A R N I N G
W R O N G !
W R O N G !
R I G H T !
R I G H T !
R I G H T !
Learning activities
Problem
solving
Case-based
Inquiry
driven
Construction
Collaborative
Simulation
ReflectiveDelivered
Assessing
Performative
Game-basedCross-context
Browsing
Embodied
NetworkedConversational
Delivered
S U P E R V I S E D L E A R N I N G
Conversational & Collaborative
U N S U P E R V I S E D L E A R N I N G
Pairing
Assessing
R E I N F O R C E M E N T L E A R N I N G
Pull Requests
ReflectiveDelivered Performative Embodied
Learners are
presented with
information
Learners
reflect on
activities
Learners
present for an
audience
Learners use
their bodies to
learn motor skills
Problem
solving
Case-based
Inquiry
driven
Construction
Learners
design and make
Learners
investigate
authentic
situations
Learners
try to solve
problems
Learners
investigate
individual cases
SimulationAssessing Game-basedCross-context
Learners learn
across physical/
social settings
Learners
engage with game
environments
Learners
receive
constructive
feedback
Learners interact
with a simulated
world
CollaborativeBrowsingNetworkedConversational
Learners
converse with
others
Learners
interact with
network of peers
Learners
seek and collate
information
Learners
construct shared
understanding
W H A T M A K E S U S
D I F F E R E N T F R O M M A C H I N E S ?
Context
Prior knowledge
Emotion
W H A T M A K E S U S
D I F F E R E N T F R O M M A C H I N E S ?
A N O P E N L E T T E R
A R T I F I C I A L I N T E L L I G E N C E
Un-artificial Intelligence
Questions?
@ m s e c k i n g t o n
http://www.slideshare.net/mseckington
http://missgeeky.com
@mseckington
Photo Credits:
https://www.flickr.com/photos/robertszlivka/2741653860
https://www.flickr.com/photos/duanewessels/6917285604
https://www.flickr.com/photos/digitalmums/6310508350
https://www.flickr.com/photos/43158397@N02/5483422385
https://www.flickr.com/photos/cogdog/15903347764
https://www.flickr.com/photos/rvoegtli/5765253705
https://www.flickr.com/photos/generalnoir/4584907281
https://www.flickr.com/photos/debord/4932655275
https://www.flickr.com/photos/marc-lagneau/4190078214
https://www.flickr.com/photos/markusspiske/14327885526
https://www.flickr.com/photos/themacinator/3259887286
https://www.flickr.com/photos/peternijenhuis/199686509
https://www.flickr.com/photos/sarahbaker/272685583
https://www.flickr.com/photos/cneuman/3359366510
https://www.flickr.com/photos/lisakayaks/6833767622
https://about.futurelearn.com/about/jobs/
@futurelearn

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Un-artificial Intelligence Explained

  • 1. Un-artificial Intelligence M E L I N D A S E C K I N G T O N @ m s e c k i n g t o n
  • 4.
  • 5.
  • 6.
  • 7.
  • 10.
  • 11. To pioneer the best learning experiences for everyone, everywhere
  • 12. A R T I F I C I A L I N T E L L I G E N C E
  • 13. H O W M A C H I N E S L E A R N
  • 19. intelligence [ɪnˈtɛlɪdʒ(ə)ns] noun 1. the ability to acquire and apply knowledge and skills
  • 20. A R T I F I C I A L I N T E L L I G E N C E
  • 21. S Y S T E M S T H A T T H I N K L I K E H U M A N S S Y S T E M S T H A T A C T L I K E H U M A N S S Y S T E M S T H A T T H I N K R A T I O N A L L Y S Y S T E M S T H A T A C T R A T I O N A L L Y
  • 22. S Y S T E M S T H A T A C T L I K E H U M A N S S Y S T E M S T H A T T H I N K R A T I O N A L L Y S Y S T E M S T H A T A C T R A T I O N A L L Y S Y S T E M S T H A T T H I N K L I K E H U M A N S
  • 23. S Y S T E M S T H A T T H I N K L I K E H U M A N S S Y S T E M S T H A T A C T L I K E H U M A N S S Y S T E M S T H A T T H I N K R A T I O N A L L Y S Y S T E M S T H A T A C T R A T I O N A L L Y
  • 24. S Y S T E M S T H A T T H I N K L I K E H U M A N S S Y S T E M S T H A T A C T L I K E H U M A N S S Y S T E M S T H A T T H I N K R A T I O N A L L Y S Y S T E M S T H A T A C T R A T I O N A L L Y
  • 25. S Y S T E M S T H A T T H I N K L I K E H U M A N S S Y S T E M S T H A T A C T L I K E H U M A N S S Y S T E M S T H A T T H I N K R A T I O N A L L Y S Y S T E M S T H A T A C T R A T I O N A L L Y
  • 26. S Y S T E M S T H A T T H I N K L I K E H U M A N S S Y S T E M S T H A T A C T L I K E H U M A N S S Y S T E M S T H A T T H I N K R A T I O N A L L Y S Y S T E M S T H A T A C T R A T I O N A L L Y
  • 27. C O G N I T I V E S C I E N C E
  • 28. D I S C O V E R T H E O R Y O F T H E M I N D E X P R E S S T H E O R Y A S A C O M P U T E R P R O G R A M
  • 29. S Y S T E M S T H A T T H I N K L I K E H U M A N S S Y S T E M S T H A T A C T L I K E H U M A N S S Y S T E M S T H A T T H I N K R A T I O N A L L Y S Y S T E M S T H A T A C T R A T I O N A L L Y
  • 30. L O G I C I S T
  • 31. A N Y P R O B L E M C A N B E D E S C R I B E D I N L O G I C A L N O T A T I O N P R O G R A M S C A N S O L V E A N Y P R O B L E M
  • 32. S Y S T E M S T H A T T H I N K L I K E H U M A N S S Y S T E M S T H A T A C T L I K E H U M A N S S Y S T E M S T H A T T H I N K R A T I O N A L L Y S Y S T E M S T H A T A C T R A T I O N A L L Y
  • 33. T U R I N G T E S T
  • 34. I M I T A T I O N G A M E
  • 35. S O M E H U M A N B E H A V I O U R I S U N I N T E L L I G E N T H U M A N B E H A V I O U R I N T E L L I G E N T B E H A V I O U R S O M E I N T E L L I G E N T B E H A V I O U R I S I N H U M A N T U R I N G T E S T
  • 36. A R T I F I C I A L S T U P I D I T Y
  • 37. S Y S T E M S T H A T T H I N K L I K E H U M A N S S Y S T E M S T H A T A C T L I K E H U M A N S S Y S T E M S T H A T T H I N K R A T I O N A L L Y S Y S T E M S T H A T A C T R A T I O N A L L Y
  • 38. I N T E L L I G E N T A G E N T S
  • 39. S E N S O R S ? E N V I R O N M E N T I N T E L L I G E N T A G E N T A G E N T E F F E C T O R S
  • 40. I N T E L L I G E N T A G E N T H U M A N S E N S O R S E F F E C T O R S ? E N V I R O N M E N T
  • 41. W H A T T H E W O R L D I S L I K E N O W C O N D I T I O N - A C T I O N R U L E S S I M P L E R E F L E X A G E N T S E N S O R S E F F E C T O R S W H A T A C T I O N I S H O U L D D O N O W A G E N T E N V I R O N M E N T O B S E R V A T I O N S A C T I O N S
  • 42. E M A I L F I L T E R S
  • 43. F R O M : n o t i f i c a t i o n s @ g i t h u b . c o m Y O U R F I L T E R S : m a t c h e s ( n o t i f i c a t i o n s @ g i t h u b . c o m ) I N C O M I N G E M A I L A P P L I E S F I L T E R D o t h i s : A p p l y l a b e l “ G i t h u b ” A G E N T Y O U R I N B O X S I M P L E R E F L E X A G E N T
  • 44. W H A T T H E W O R L D I S L I K E N O W C O N D I T I O N - A C T I O N R U L E S S I M P L E R E F L E X A G E N T S E N S O R S E F F E C T O R S W H A T A C T I O N I S H O U L D D O N O W A G E N T E N V I R O N M E N T O B S E R V A T I O N S A C T I O N S
  • 45. I N T E L L I G E N T A G E N T A G E N T S E N S O R S E F F E C T O R S E N V I R O N M E N T O B S E R V A T I O N S W H A T T H E W O R L D I S L I K E N O W W H A T A C T I O N I S H O U L D D O N O W C O N D I T I O N - A C T I O N R U L E S A C T I O N S
  • 47.
  • 48. C L A S S I C A L C O N D I T I O N I N G C A T S M E L L R A C E T O K I T C H E N E N V I R O N M E N T O B S E R V A T I O N S I S M E L L F O O D S H O W T H A T I W A N T T H E F O O D S M E L L F O O D = = I G E T T O E A T
  • 49. C L A S S I C A L C O N D I T I O N I N G S M E L L + S O U N D R A C E T O K I T C H E N E N V I R O N M E N T O B S E R V A T I O N S I S M E L L F O O D & I H E A R A B E L L S H O W T H A T I W A N T T H E F O O D S M E L L F O O D & & H E A R B E L L = = I G E T T O E A T C A T
  • 50. C L A S S I C A L C O N D I T I O N I N G S O U N D R A C E T O K I T C H E N E N V I R O N M E N T O B S E R V A T I O N S I H E A R A B E L L S H O W T H A T I W A N T T H E F O O D H E A R B E L L = = I G E T T O E A T ! C A T
  • 52. I N T E L L I G E N T A G E N T H U M A N S O U N D M O V E L E G S M Y B E D R O O M I H E A R M Y A L A R M C L O C K I D E C I D E I S H O U L D G E T U P A L A R M C L O C K = = T I M E T O G E T U P
  • 53. I N T E L L I G E N T A G E N T D E V E L O P E R S I G H T S M A S H K E Y B O A R D M Y C O D E I S E E M Y T E S T S A R E F A I L I N G I S H O U L D F I X T E S T S F A I L I N G T E S T S = = B A D
  • 54. C R I T I C C H A N G E S L E A R N I N G A G E N T A G E N T S E N S O R S L E A R N I N G E L E M E N T P R O B L E M G E N E R A T O R P E R F O R M A N C E E L E M E N T F E E D B A C K K N O W L E D G E L E A R N I N G G O A L S E N V I R O N M E N T O B S E R V A T I O N S O B S E R V A T I O N S E F F E C T O R S E X P E R I M E N T S A C T I O N S
  • 55. P E R F O R M A N C E E L E M E N T C R I T I C C H A N G E S L E A R N I N G A G E N T A G E N T S E N S O R S L E A R N I N G E L E M E N T P R O B L E M G E N E R A T O R F E E D B A C K K N O W L E D G E L E A R N I N G G O A L S E N V I R O N M E N T O B S E R V A T I O N S O B S E R V A T I O N S E F F E C T O R S E X P E R I M E N T S
  • 56. C R I T I C C H A N G E S L E A R N I N G A G E N T A G E N T S E N S O R S L E A R N I N G E L E M E N T P R O B L E M G E N E R A T O R P E R F O R M A N C E E L E M E N T F E E D B A C K K N O W L E D G E L E A R N I N G G O A L S E N V I R O N M E N T O B S E R V A T I O N S O B S E R V A T I O N S E F F E C T O R S E X P E R I M E N T S A C T I O N S
  • 57. C R I T I C C H A N G E S L E A R N I N G A G E N T A G E N T S E N S O R S L E A R N I N G E L E M E N T P R O B L E M G E N E R A T O R P E R F O R M A N C E E L E M E N T F E E D B A C K K N O W L E D G E L E A R N I N G G O A L S E N V I R O N M E N T O B S E R V A T I O N S O B S E R V A T I O N S E F F E C T O R S E X P E R I M E N T S A C T I O N S
  • 58. C R I T I C C H A N G E S L E A R N I N G A G E N T A G E N T S E N S O R S L E A R N I N G E L E M E N T P R O B L E M G E N E R A T O R P E R F O R M A N C E E L E M E N T F E E D B A C K K N O W L E D G E L E A R N I N G G O A L S E N V I R O N M E N T O B S E R V A T I O N S O B S E R V A T I O N S E F F E C T O R S E X P E R I M E N T S A C T I O N S
  • 59. C H A N G E S L E A R N I N G A G E N T H U M A N P E R F O R M A N C E E L E M E N T F E E D B A C K K N O W L E D G E L E A R N I N G G O A L S E N V I R O N M E N T S E N S O R S E F F E C T O R S C R I T I C L E A R N I N G E L E M E N T P R O B L E M G E N E R A T O R O B S E R V A T I O N S O B S E R V A T I O N S E X P E R I M E N T S A C T I O N S
  • 60. C H A N G E S L E A R N I N G A G E N T H U M A N C O N T R O L F E E D B A C K K N O W L E D G E L E A R N I N G G O A L S E N V I R O N M E N T E X P E R I E N C E E F F E C T R E F L E C T U N D E R S T A N D P L A N O B S E R V A T I O N S O B S E R V A T I O N S E X P E R I M E N T S A C T I O N S
  • 61. C R I T I C C H A N G E S L E A R N I N G A G E N T A G E N T S E N S O R S L E A R N I N G E L E M E N T P R O B L E M G E N E R A T O R P E R F O R M A N C E E L E M E N T F E E D B A C K K N O W L E D G E L E A R N I N G G O A L S E N V I R O N M E N T O B S E R V A T I O N S O B S E R V A T I O N S E F F E C T O R S E X P E R I M E N T S A C T I O N S
  • 62. H O W D O W E D E F I N E T H E S E L E A R N I N G E L E M E N T S ?
  • 63. T H R E E M A J O R I S S U E S :
  • 64. T H R E E M A J O R I S S U E S : C O M P O N E N T S
  • 65. T H R E E M A J O R I S S U E S : C O M P O N E N T S R E P R E S E N T A T I O N
  • 66. T H R E E M A J O R I S S U E S : C O M P O N E N T S F E E D B A C K R E P R E S E N T A T I O N
  • 67. L E A R N I N G A L G O R I T H M S
  • 68. S U P E R V I S E D L E A R N I N G
  • 69. T H I S I S A C I R C L E T H I S I S A C I R C L E T H I S I S A S Q U A R E T H I S I S A C I R C L E T H I S I S A S Q U A R E T H I S I S A T R I A N G L E N E W I N P U T : S U P E R V I S E D L E A R N I N G
  • 70. U N S U P E R V I S E D L E A R N I N G
  • 71. U N S U P E R V I S E D L E A R N I N G
  • 72. R E I N F O R C E M E N T L E A R N I N G
  • 73. T H I S I S A T R I A N G L E T H I S I S A S Q U A R E T H I S I S A T R I A N G L E T H I S I S A C I R C L E T H I S I S A S Q U A R E T H I S I S A T R I A N G L E W R O N G ! R E I N F O R C E M E N T L E A R N I N G W R O N G ! W R O N G ! R I G H T ! R I G H T ! R I G H T !
  • 77. S U P E R V I S E D L E A R N I N G
  • 78.
  • 79.
  • 81. U N S U P E R V I S E D L E A R N I N G
  • 82.
  • 85. R E I N F O R C E M E N T L E A R N I N G
  • 86.
  • 88. ReflectiveDelivered Performative Embodied Learners are presented with information Learners reflect on activities Learners present for an audience Learners use their bodies to learn motor skills Problem solving Case-based Inquiry driven Construction Learners design and make Learners investigate authentic situations Learners try to solve problems Learners investigate individual cases
  • 89. SimulationAssessing Game-basedCross-context Learners learn across physical/ social settings Learners engage with game environments Learners receive constructive feedback Learners interact with a simulated world CollaborativeBrowsingNetworkedConversational Learners converse with others Learners interact with network of peers Learners seek and collate information Learners construct shared understanding
  • 90. W H A T M A K E S U S D I F F E R E N T F R O M M A C H I N E S ?
  • 94. W H A T M A K E S U S D I F F E R E N T F R O M M A C H I N E S ?
  • 95. A N O P E N L E T T E R
  • 96. A R T I F I C I A L I N T E L L I G E N C E
  • 98. Questions? @ m s e c k i n g t o n
  • 100. Photo Credits: https://www.flickr.com/photos/robertszlivka/2741653860 https://www.flickr.com/photos/duanewessels/6917285604 https://www.flickr.com/photos/digitalmums/6310508350 https://www.flickr.com/photos/43158397@N02/5483422385 https://www.flickr.com/photos/cogdog/15903347764 https://www.flickr.com/photos/rvoegtli/5765253705 https://www.flickr.com/photos/generalnoir/4584907281 https://www.flickr.com/photos/debord/4932655275 https://www.flickr.com/photos/marc-lagneau/4190078214 https://www.flickr.com/photos/markusspiske/14327885526 https://www.flickr.com/photos/themacinator/3259887286 https://www.flickr.com/photos/peternijenhuis/199686509 https://www.flickr.com/photos/sarahbaker/272685583 https://www.flickr.com/photos/cneuman/3359366510 https://www.flickr.com/photos/lisakayaks/6833767622