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CIIC#5995&100#/#ICOM#5995&100
Human#Perspective#in#Artificial#Intelligence#
(HPAI)
Professor'José'Meléndez,'PhD
https://zoom.us/j/'178617841
“The words or the language, as they are written or spoken, do not seem to play any
role in my mechanism of thought.”
: Albert Einstein (187901955)
Required(Reading
• How$Emotions$are$Made:$The$Secret$Life$of$the$Brain
• Chapter(5:(Concepts,(Goals,(and(Words
• Natural$Language$Processing$– Classification
• Emmanuel$Dufourq (July$2018)
• https://colab.research.google.com/drive/1uBNfAl7hheF2r
LCOz2LK3G_hlvHbnVwi
Announcements
• Homework(#6(due(Tonight,(March(27,(2019
• Exam%#2 Scheduled%as%Planned%for%April%1,%2019
• BRING(PENCILS
• Online%portions%in%Moodle%(if%any)%available%online%
before%11:59PM%on%Thursday%March%28,%2019.
• Material%may%relate%to%anything%covered%in%classes,%in%
homeworks,%on%Moodle%course%page,%and%required%
reading%assigned%prior%to%the%date%of%the%Exam.
Next%Up
• OPEN%Q/A%FOR%EXAM%PREP
• Making%Voice
• Inner%Voice
• Linguistics
• AI#Application#of#Artistic#Style
• Translation
• Natural%Language%Processing%– Google%Colab
OPEN%Q/A%FOR%EXAM%PREP
IN#CLASS#DISCUSSION
Next%Up
• Making'Voice
• Inner'Voice
• Linguistics
• AI#Application#of#Artistic#Style
• Translation
• Natural'Language'Processing'– Google'Colab
Making'Voice
https://voicefoundation.org/health5science/voice5disorders/anatomy5physiology5of5voice5production/understanding5voice5production/
Voice&=&Voiced&Sound&+&Resonance&+&Articulation
• Voiced9sound:9The9basic9sound9produced9by9vocal9
cord9vibration9is9called9“voiced9sound.”9This9is9
frequently9described9as9a9“buzzy”9sound.9Voiced9
sound9for9singing9differs9significantly9from9voiced9
sound9for9speech.
• Resonance:9Voiced9sound9is9amplified9and9modified9
by9the9vocal9tract9resonators9(the9throat,9mouth9
cavity,9and9nasal9passages).9The9resonators9produce9a9
person’s9recognizable9voice.
• Articulation:9The9vocal9tract9articulators9(the9tongue,9
soft9palate,9and9lips)9modify9the9voiced9sound.9The9
articulators9produce9recognizable9words.
Making'Voice
https://voicefoundation.org/health5science/voice5disorders/anatomy5physiology5of5voice5production/understanding5voice5production/
The9human9voice9can9be9modified9in9many9ways.9
Consider9the9spectrum9of9sounds
• Whispering
• Speaking
• Orating9(making9a9speech)
• Shouting
• Rapping9
• Singing
• Boleros
• Rock
• Opera
Next%Up
• Inner%Voice
• Linguistics
• AI#Application#of#Artistic#Style
• Translation
• Natural%Language%Processing%– Google%Colab
Language'may'be'used'for'thinking
• Associations
• Inner,Voice
• Background,music
Inner%Voice
(A)$The$words$or$the$language,$as$they$are$written$or$
spoken,$do$not$seem$to$play$any$role$in$my$mechanism$of$
thought.$The$psychical$entities$which$seem$to$serve$as$
elements$in$thought$are$certain$signs$and$more$or$less$
clear$images$which$can$be$“voluntarily”$reproduced$and$
combined.
There$is,$of$course,$a$certain$connection$between$those$
elements$and$relevant$logical$concepts.$It$is$also$clear$that$
the$desire$to$arrive$finally$at$logically$connected$concepts$is$
the$emotional$basis$of$this$rather$vague$play$with$the$
aboveAmentioned$elements.$But$taken$from$a$psychological$
viewpoint,$this$combinatory$play$seems$to$be$the$essential$
feature$in$productive$thought$— before$there$is$any$
connection$with$logical$construction$in$words$or$other$
kinds$of$signs$which$can$be$communicated$to$others.
Inner%Voice
(B)$The$above,mentioned$elements$are,$in$my$case,$of$
visual$and$some$of$muscular$type.$Conventional$words$
or$other$signs$have$to$be$sought$for$laboriously$only$in$
a$secondary$stage,$when$the$mentioned$associative$
play$is$sufficiently$established$and$can$be$reproduced$
at$will.
Inner%Voice
(C)$According$to$what$has$been$said,$the$play$with$the$
mentioned$elements$is$aimed$to$be$analogous$to$
certain$logical$connections$one$is$searching$for.
Inner%Voice
(D)$Visual$and$motor.$In$a$stage$when$words$intervene$
at$all,$they$are,$in$my$case,$purely$auditive,$but$they$
interfere$only$in$a$secondary$stage,$as$already$
mentioned.
Inner%Voice
(E)$It$seems$to$me$that$what$you$call$full$consciousness$
is$a$limit$case$which$can$never$be$fully$accomplished.$
This$seems$to$me$connected$with$the$fact$called$the$
narrowness$of$consciousness$(Enge des$Bewusstseins).
Remark:$Professor$Max$Wertheimer$has$tried$to$
investigate$the$distinction$between$mere$associating$or$
combining$of$reproducible$elements$and$between$
understanding$(organisches Begreifen);$I$cannot$judge$
how$far$his$psychological$analysis$catches$the$essential$
point.
Inner%Voice
DISCUSSION
Next%Up
• Linguistics
• AI#Application#of#Artistic#Style
• Translation
• Natural/Language/Processing/– Google/Colab
Linguistics)– Definition
The$scientific$study$of$language$and$its$structure,$
including$the$study$of$morphology,$syntax,$
phonetics,$and$semantics.$Specific$branches$of$
linguistics$include$sociolinguistics,$dialectology,$
psycholinguistics,$computational$linguistics,$
historical:comparative$linguistics,$and$applied$
linguistics.
Linguistics
• Human&capacity&to&learn&language&(not&languages)
• Tool&for&understanding&how&the&mind&works
• Phonetics&– sounds&of&language
• Phonology&– how&sounds&interact&with&each&other
• Morphology&– how&words&are&put&together&(e.g.&
grammar)
• Syntax&– structure&of&phrases&and&sentences
• Semantics&– meaning
• Pragmatics&– using&language&to&get&things&done
• Historical&– Development&of&language
• Sociolinguistics&– how&different&social&groups&use&
language
• PsychoB or&Neurolinguistics&– language&in&the&mind
Next%Up
• AI#Application#of#Artistic#Style
• Translation
• Natural,Language,Processing,– Google,Colab
AI#Application#of#Artistic#Style
Hector'Rodriguez'Rodriguez
Next%Up
• Translation
• Natural,Language,Processing,– Google,Colab
REMINDERS
• Homework(#6(due(Tonight,(March(27,(2019
• Exam%#2 Scheduled%as%Planned%for%April%1,%2019
• BRING(PENCILS
• Online%portions%in%Moodle%(if%any)%available%online%
before%11:59PM%on%Thursday%March%28,%2019.
• Material%may%relate%to%anything%covered%in%classes,%in%
homeworks,%on%Moodle%course%page,%and%required%
reading%assigned%prior%to%the%date%of%the%Exam.

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