Unartificial Intelligence

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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

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“roboti” = serf labor

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R.U.R.

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Movie Geek

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Developer

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To pioneer the best learning experiences for everyone, everywhere

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A R T I F I C I A L I N T E L L I G E N C E

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H O W M A C H I N E S L E A R N

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How people learn

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Un-artificial Intelligence

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What is intelligence?

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Strength Constitution Dexterity Intelligence Wisdom Charisma

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Strength Constitution Dexterity Intelligence Wisdom Charisma

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Strength Constitution Dexterity Intelligence Wisdom Charisma

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intelligence [ɪnˈtɛlɪdʒ(ə)ns] noun 1. the ability to acquire and apply knowledge and skills

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A R T I F I C I A L I N T E L L I G E N C E

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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

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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

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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

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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

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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

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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

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C O G N I T I V E S C I E N C E

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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

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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

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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

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L O G I C I S T

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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

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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

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T U R I N G T E S T

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C A N M A C H I N E S D O W H A T W E A S H U M A N S D O ?

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I M I T A T I O N G A M E

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D A N C I N G P A I N T I N G S I N G I N G R U N N I N G H U M A N S M A C H I N E S C H A T T I N G T U R I N G T E S T

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C A N M A C H I N E S A P P E A R T O R E S P O N D I N T E X T A S H U M A N S D O ?

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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

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A R T I F I C I A L S T U P I D I T Y

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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

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I N T E L L I G E N T A G E N T S

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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 A R T I F I C I A L

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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 U N - A R T I F I C I A L

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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 A R T I F I C I A L

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E M A I L F I L T E R S

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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 A R T I F I C I A L

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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 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 S I M P L E R E F L E X A G E N T U N - A R T I F I C I A L

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Pavlov

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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 U N - A R T I F I C I A L

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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 U N - A R T I F I C I A L

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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 U N - A R T I F I C I A L

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Habit forming

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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 U N - A R T I F I C I A L

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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 U N - A R T I F I C I A L

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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 A R T I F I C I A L

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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 A R T I F I C I A L

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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 U N - A R T I F I C I A L

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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 U N - A R T I F I C I A L

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L E A R N I N G A L G O R I T H M S

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S U P E R V I S E D L E A R N I N G

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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

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U N S U P E R V I S E D L E A R N I N G

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U N S U P E R V I S E D L E A R N I N G

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R E I N F O R C E M E N T L E A R N I N G

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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 !

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Learning activities

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Problem solving Case-based Inquiry driven Construction Collaborative Simulation Reflective Delivered Assessing Performative Game-based Cross-context Browsing Embodied Networked Conversational

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Delivered

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S U P E R V I S E D L E A R N I N G

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Conversational & Collaborative

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U N S U P E R V I S E D L E A R N I N G

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Pairing

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Assessing

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R E I N F O R C E M E N T L E A R N I N G

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Pull Requests

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Reflective Delivered 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 Construction Learners design and make Learners try to solve problems Learners investigate individual cases Conversational Learners converse with others

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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 ?

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Contextual

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Constantly learning

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Prior knowledge

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Emotional

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Social

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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 ?

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T H E F U T U R E ?

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A R T I F I C I A L I N T E L L I G E N C E

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W I L L H U M A N S A N D M A C H I N E S L E A R N T O G E T H E R ?

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W E B D E S I G N O F T H E F U T U R E

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Thanks for listening! http://www.slideshare.net/futurelearn about.futurelearn.com/blog/ @mseckington

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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

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Questions? @ m s e c k i n g t o n