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On learning AI: the myth of innate ability in tech. | Omoju Miller | TEDxSanFrancisco


[Music]

[Music] so before I was a machine learning

so before I was a machine learning

so before I was a machine learning scientist I was a teenager I was a

scientist I was a teenager I was a

scientist I was a teenager I was a teenager growing up in Lagos Nigeria

teenager growing up in Lagos Nigeria

teenager growing up in Lagos Nigeria during the heady days of hip-hop

during the heady days of hip-hop

during the heady days of hip-hop nineties hip-hop the soundtrack of my

nineties hip-hop the soundtrack of my

nineties hip-hop the soundtrack of my youth was Snoop Doggy Dogg and dr. Dre

youth was Snoop Doggy Dogg and dr. Dre

youth was Snoop Doggy Dogg and dr. Dre salt and pepper and jay-z all this and

salt and pepper and jay-z all this and

salt and pepper and jay-z all this and MTV during periods of intermittent power

MTV during periods of intermittent power

MTV during periods of intermittent power so you’ll be there watching television

so you’ll be there watching television

so you’ll be there watching television rhyming along and they will take lights

rhyming along and they will take lights

rhyming along and they will take lights they’ll take the power just go out and

they’ll take the power just go out and

they’ll take the power just go out and that’s how I grew up one particular

that’s how I grew up one particular

that’s how I grew up one particular summer it felt like we’re under siege

summer it felt like we’re under siege

summer it felt like we’re under siege there was virtually no power all the

there was virtually no power all the

there was virtually no power all the time

time

time two weeks into this thing I became so

two weeks into this thing I became so

two weeks into this thing I became so bored I could pull my hair out my older

bored I could pull my hair out my older

bored I could pull my hair out my older siblings had already found a solution

siblings had already found a solution

siblings had already found a solution for boredom they would read books but I

for boredom they would read books but I

for boredom they would read books but I was too cool for that I’m not gonna

was too cool for that I’m not gonna

was too cool for that I’m not gonna spend my time reading books for fun I’m

spend my time reading books for fun I’m

spend my time reading books for fun I’m three weeks into this siege with the

three weeks into this siege with the

three weeks into this siege with the Power Company that felt like a passage I

Power Company that felt like a passage I

Power Company that felt like a passage I decided eventually to go and read a book

decided eventually to go and read a book

decided eventually to go and read a book because I was the only one bored

because I was the only one bored

because I was the only one bored everybody else had something to do the

everybody else had something to do the

everybody else had something to do the book I read was called because I am

book I read was called because I am

book I read was called because I am involved it was about by Cornell or juku

involved it was about by Cornell or juku

involved it was about by Cornell or juku on his chronicles of his experience of

on his chronicles of his experience of

on his chronicles of his experience of the Nigerian Biafra and civil war of his

the Nigerian Biafra and civil war of his

the Nigerian Biafra and civil war of his involvement in that experience that book

involvement in that experience that book

involvement in that experience that book completely changed my experience with

completely changed my experience with

completely changed my experience with books and I realized that an entirely

books and I realized that an entirely

books and I realized that an entirely new world awaited me all I had to do was

new world awaited me all I had to do was

new world awaited me all I had to do was just open a book my high school was a

just open a book my high school was a

just open a book my high school was a six story building with a lot of glass

six story building with a lot of glass

six story building with a lot of glass for some bizarre reason and my class was

for some bizarre reason and my class was

for some bizarre reason and my class was on the fourth floor and in the mid

on the fourth floor and in the mid

on the fourth floor and in the mid afternoon heat with the windows all open

afternoon heat with the windows all open

afternoon heat with the windows all open mr. naka will come into the class and

mr. naka will come into the class and

mr. naka will come into the class and will stand this mandatory computer

will stand this mandatory computer

will stand this mandatory computer science period now I totally was not

science period now I totally was not

science period now I totally was not interested in this computer science

interested in this computer science

interested in this computer science thing he will go on talking about

thing he will go on talking about

thing he will go on talking about arithmetic and logic unit

arithmetic and logic unit

arithmetic and logic unit CPU and all these things multiplexers

CPU and all these things multiplexers

CPU and all these things multiplexers and I was just like my eyes would glaze

and I was just like my eyes would glaze

and I was just like my eyes would glaze over

over

over I was completely bored completely

I was completely bored completely

I was completely bored completely uninterested disaffected I did just

uninterested disaffected I did just

uninterested disaffected I did just enough to pass so I would never have to

enough to pass so I would never have to

enough to pass so I would never have to take it again

take it again

take it again I thought that was it I’ll pass this

I thought that was it I’ll pass this

I thought that was it I’ll pass this class I would never have to use this

class I would never have to use this

class I would never have to use this computer thing again fast forward a

computer thing again fast forward a

computer thing again fast forward a couple of years I end up in the states

couple of years I end up in the states

couple of years I end up in the states in Memphis Tennessee the home of Elvis

in Memphis Tennessee the home of Elvis

in Memphis Tennessee the home of Elvis that’s all I knew about Memphis before I

that’s all I knew about Memphis before I

that’s all I knew about Memphis before I got there I was at lemoyne-owen College

got there I was at lemoyne-owen College

got there I was at lemoyne-owen College a historically black university and they

a historically black university and they

a historically black university and they required every single incoming student

required every single incoming student

required every single incoming student to take a computer literacy class I

to take a computer literacy class I

to take a computer literacy class I thought to myself I’m back again in this

thought to myself I’m back again in this

thought to myself I’m back again in this computer thing however something magical

computer thing however something magical

computer thing however something magical happened

happened

happened I discovered this thing called the

I discovered this thing called the

I discovered this thing called the Internet and they blew my mind it was

Internet and they blew my mind it was

Internet and they blew my mind it was just like wow I was I was just I was

just like wow I was I was just I was

just like wow I was I was just I was done I got I fast forward into the

done I got I fast forward into the

done I got I fast forward into the future I was like you know what

future I was like you know what

future I was like you know what okay I’m gonna age myself this is 1996

okay I’m gonna age myself this is 1996

okay I’m gonna age myself this is 1996 1997 the first thing don’t judge me

1997 the first thing don’t judge me

1997 the first thing don’t judge me the first thing that came to my mind

the first thing that came to my mind

the first thing that came to my mind would be there will be online shopping I

would be there will be online shopping I

would be there will be online shopping I will shop online and I can also get

will shop online and I can also get

will shop online and I can also get information it completely changed my

information it completely changed my

information it completely changed my idea and my emotional relationship with

idea and my emotional relationship with

idea and my emotional relationship with the idea of a computer that Internet the

the idea of a computer that Internet the

the idea of a computer that Internet the application of the internet changed my

application of the internet changed my

application of the internet changed my entire relationship with something

entire relationship with something

entire relationship with something called a computer I in hindsight are me

called a computer I in hindsight are me

called a computer I in hindsight are me I realized that what has happened is

I realized that what has happened is

I realized that what has happened is what Seymour popper one of the founding

what Seymour popper one of the founding

what Seymour popper one of the founding fathers of AI talks about he says

fathers of AI talks about he says

fathers of AI talks about he says anything is inherently easy to learn as

anything is inherently easy to learn as

anything is inherently easy to learn as long as you can integrate it to some

long as you can integrate it to some

long as you can integrate it to some structures that you already have

structures that you already have

structures that you already have especially if you have a positive effect

especially if you have a positive effect

especially if you have a positive effect with the structures that is you think

with the structures that is you think

with the structures that is you think about these things and warm and fuzzies

about these things and warm and fuzzies

about these things and warm and fuzzies come to your mind so for me was Internet

come to your mind so for me was Internet

come to your mind so for me was Internet online shopping woman fuzzy I’m gonna be

online shopping woman fuzzy I’m gonna be

online shopping woman fuzzy I’m gonna be a computer scientist that was it I was

a computer scientist that was it I was

a computer scientist that was it I was like I’m gonna be a computer scientist

like I’m gonna be a computer scientist

like I’m gonna be a computer scientist it wasn’t a big deal and that was it I

it wasn’t a big deal and that was it I

it wasn’t a big deal and that was it I became a computer

became a computer

became a computer scientist the thing about knowledge is

scientist the thing about knowledge is

scientist the thing about knowledge is it’s like a building that’s how I

it’s like a building that’s how I

it’s like a building that’s how I started thinking about knowledge and my

started thinking about knowledge and my

started thinking about knowledge and my whole question now became all right I’m

whole question now became all right I’m

whole question now became all right I’m gonna be a computer scientist how am I

gonna be a computer scientist how am I

gonna be a computer scientist how am I going to acquire the knowledge of what

going to acquire the knowledge of what

going to acquire the knowledge of what it takes to be a computer scientist one

it takes to be a computer scientist one

it takes to be a computer scientist one of my friend a philosopher

of my friend a philosopher

of my friend a philosopher often says knowledge is not infused it

often says knowledge is not infused it

often says knowledge is not infused it is acquired knowledge is like a building

is acquired knowledge is like a building

is acquired knowledge is like a building and the process of acquiring the

and the process of acquiring the

and the process of acquiring the knowledge you saw this convoluted neural

knowledge you saw this convoluted neural

knowledge you saw this convoluted neural net networks the process of acquiring

net networks the process of acquiring

net networks the process of acquiring knowledge is like extending that

knowledge is like extending that

knowledge is like extending that building the most important thing is in

building the most important thing is in

building the most important thing is in that process two things happen knowledge

that process two things happen knowledge

that process two things happen knowledge takes on logical form like we can reason

takes on logical form like we can reason

takes on logical form like we can reason if this happened this happens don’t

if this happened this happens don’t

if this happened this happens don’t drink don’t drive you won’t go to jail

drink don’t drive you won’t go to jail

drink don’t drive you won’t go to jail drink drive jail logical form the second

drink drive jail logical form the second

drink drive jail logical form the second important thing is it takes on emotional

important thing is it takes on emotional

important thing is it takes on emotional form don’t drink don’t drive no Jill yeh

form don’t drink don’t drive no Jill yeh

form don’t drink don’t drive no Jill yeh drink drive jail bad for knowledge to

drink drive jail bad for knowledge to

drink drive jail bad for knowledge to come into your life and to break tech

come into your life and to break tech

come into your life and to break tech holes two things happen logical form

holes two things happen logical form

holes two things happen logical form emotional form it’s very much like

emotional form it’s very much like

emotional form it’s very much like Thanksgiving so Thanksgiving is coming

Thanksgiving so Thanksgiving is coming

Thanksgiving so Thanksgiving is coming up soon and imagine what you wanted to

up soon and imagine what you wanted to

up soon and imagine what you wanted to do was to learn to make the perfect

do was to learn to make the perfect

do was to learn to make the perfect Thanksgiving turkey so there you are you

Thanksgiving turkey so there you are you

Thanksgiving turkey so there you are you go to Thanksgiving turkey dinner school

go to Thanksgiving turkey dinner school

go to Thanksgiving turkey dinner school and they take you to the Test Kitchen

and they take you to the Test Kitchen

and they take you to the Test Kitchen and you spent the first year perfecting

and you spent the first year perfecting

and you spent the first year perfecting brining before you do learning how to

brining before you do learning how to

brining before you do learning how to brine a turkey you know the right salt

brine a turkey you know the right salt

brine a turkey you know the right salt water maybe summer nice and then when

water maybe summer nice and then when

water maybe summer nice and then when you perfect that they tell you all right

you perfect that they tell you all right

you perfect that they tell you all right you’re gonna move on and now you’re

you’re gonna move on and now you’re

you’re gonna move on and now you’re going to be creaming cranberries the

going to be creaming cranberries the

going to be creaming cranberries the cream the cranberries creme de creme bus

cream the cranberries creme de creme bus

cream the cranberries creme de creme bus an entire years gone by and you’re not

an entire years gone by and you’re not

an entire years gone by and you’re not anywhere closer to actually making your

anywhere closer to actually making your

anywhere closer to actually making your turkey the same goal another scenario

turkey the same goal another scenario

turkey the same goal another scenario this time you actually start in

this time you actually start in

this time you actually start in someone’s home been invited to a

someone’s home been invited to a

someone’s home been invited to a Thanksgiving dinner

Thanksgiving dinner

Thanksgiving dinner you sit at the table take up your entire

you sit at the table take up your entire

you sit at the table take up your entire surrounding you soak in the joy the left

surrounding you soak in the joy the left

surrounding you soak in the joy the left the warmth that occurs when you’re

the warmth that occurs when you’re

the warmth that occurs when you’re sharing a meal with people you care

sharing a meal with people you care

sharing a meal with people you care about and all the emotional

about and all the emotional

about and all the emotional effectiveness enters your system and

effectiveness enters your system and

effectiveness enters your system and then they now say after this experience

then they now say after this experience

then they now say after this experience go back to the Test Kitchen and we’ll

go back to the Test Kitchen and we’ll

go back to the Test Kitchen and we’ll start you at the Bryan Station from

start you at the Bryan Station from

start you at the Bryan Station from brining you move on you move on these

brining you move on you move on these

brining you move on you move on these two scenarios but have a viable path

two scenarios but have a viable path

two scenarios but have a viable path towards the final goal but guess which

towards the final goal but guess which

towards the final goal but guess which one will be more successful in the long

one will be more successful in the long

one will be more successful in the long run a perfecting technique without ever

run a perfecting technique without ever

run a perfecting technique without ever seen the end goal or be starting from

seen the end goal or be starting from

seen the end goal or be starting from the end goal and working away backwards

the end goal and working away backwards

the end goal and working away backwards which one do you guys think will be the

which one do you guys think will be the

which one do you guys think will be the most successful be one of the most

most successful be one of the most

most successful be one of the most important things is just like the book

important things is just like the book

important things is just like the book that reminded me about the joy of

that reminded me about the joy of

that reminded me about the joy of learning or made me discover the joy of

learning or made me discover the joy of

learning or made me discover the joy of reading because I am involved whenever

reading because I am involved whenever

reading because I am involved whenever you want to learn anything

you want to learn anything

you want to learn anything once you become personally involved

once you become personally involved

once you become personally involved something about the whole thing changes

something about the whole thing changes

something about the whole thing changes for you

for you

for you we all know that knowledge is not

we all know that knowledge is not

we all know that knowledge is not infused it is acquired everybody knows

infused it is acquired everybody knows

infused it is acquired everybody knows that the challenge of learning then

that the challenge of learning then

that the challenge of learning then becomes the process of knowledge

becomes the process of knowledge

becomes the process of knowledge acquisition one of the interesting

acquisition one of the interesting

acquisition one of the interesting things and enduring myths around

things and enduring myths around

things and enduring myths around intelligence and the nature of

intelligence and the nature of

intelligence and the nature of intelligence is this myth of innate

intelligence is this myth of innate

intelligence is this myth of innate ability this myth often comes up

ability this myth often comes up

ability this myth often comes up especially when we start talking about

especially when we start talking about

especially when we start talking about things that tend towards the abstract

things that tend towards the abstract

things that tend towards the abstract things like computer science things like

things like computer science things like

things like computer science things like artificial intelligence in its ability

artificial intelligence in its ability

artificial intelligence in its ability in its ability it comes up there’s even

in its ability it comes up there’s even

in its ability it comes up there’s even a school of thought that believes that

a school of thought that believes that

a school of thought that believes that only 2% of humans are even capable of

only 2% of humans are even capable of

only 2% of humans are even capable of acquiring the knowledge that our brains

acquiring the knowledge that our brains

acquiring the knowledge that our brains are wired in such a way that only

are wired in such a way that only

are wired in such a way that only special 2% of us have the literal neural

special 2% of us have the literal neural

special 2% of us have the literal neural capacity to acquire complex hierarchical

capacity to acquire complex hierarchical

capacity to acquire complex hierarchical knowledge as a computer scientist I mean

knowledge as a computer scientist I mean

knowledge as a computer scientist I mean I would like to believe I’m special and

I would like to believe I’m special and

I would like to believe I’m special and I’m some parts of only 2% however I know

I’m some parts of only 2% however I know

I’m some parts of only 2% however I know that this is absolutely not true

that this is absolutely not true

that this is absolutely not true because of my own experiences it cannot

because of my own experiences it cannot

because of my own experiences it cannot be the case because knowledge is not

be the case because knowledge is not

be the case because knowledge is not infused knowledge is a core

infused knowledge is a core

infused knowledge is a core it and most importantly knowledge comes

it and most importantly knowledge comes

it and most importantly knowledge comes along with an emotional results so just

along with an emotional results so just

along with an emotional results so just like that book I mentioned because I am

like that book I mentioned because I am

like that book I mentioned because I am involved once I discovered the internet

involved once I discovered the internet

involved once I discovered the internet and became super excited that online

and became super excited that online

and became super excited that online shopping would happen one day no matter

shopping would happen one day no matter

shopping would happen one day no matter how silly that sounded

how silly that sounded

how silly that sounded I was literally now involved in this

I was literally now involved in this

I was literally now involved in this thing and I wanted to be part of

thing and I wanted to be part of

thing and I wanted to be part of whatever it is that built that future I

whatever it is that built that future I

whatever it is that built that future I became involved in computer science not

became involved in computer science not

became involved in computer science not because I wanted to learn how to program

because I wanted to learn how to program

because I wanted to learn how to program I became involved because I wanted to

I became involved because I wanted to

I became involved because I wanted to understand the fundamental frameworks

understand the fundamental frameworks

understand the fundamental frameworks that allowed inventions like this to

that allowed inventions like this to

that allowed inventions like this to occur so that I could manipulate it and

occur so that I could manipulate it and

occur so that I could manipulate it and twist it in whatever ways that I saw fit

twist it in whatever ways that I saw fit

twist it in whatever ways that I saw fit I found something that interested me I

I found something that interested me I

I found something that interested me I became involved somehow

became involved somehow

became involved somehow I learned everything I needed to learn

I learned everything I needed to learn

I learned everything I needed to learn to build the world that I wanted to see

to build the world that I wanted to see

to build the world that I wanted to see along with that myth also is this idea

along with that myth also is this idea

along with that myth also is this idea that their computer science people that

that their computer science people that

that their computer science people that some people are just born there poets

some people are just born there poets

some people are just born there poets some people are born there artists some

some people are born there artists some

some people are born there artists some people are born there computer science

people are born there computer science

people are born there computer science people it’s not necessarily the case

people it’s not necessarily the case

people it’s not necessarily the case computation is a broad thing and it has

computation is a broad thing and it has

computation is a broad thing and it has enough room to accommodate every single

enough room to accommodate every single

enough room to accommodate every single person there is enough room in

person there is enough room in

person there is enough room in computation for the poet the writer the

computation for the poet the writer the

computation for the poet the writer the musician the fashion designer basically

musician the fashion designer basically

musician the fashion designer basically computation applied to whatever field

computation applied to whatever field

computation applied to whatever field enhances that field and takes that field

enhances that field and takes that field

enhances that field and takes that field to the next level so if you’re a writer

to the next level so if you’re a writer

to the next level so if you’re a writer and you apply computation you create

and you apply computation you create

and you apply computation you create something entirely new perhaps

something entirely new perhaps

something entirely new perhaps algorithmic screenplays if you’re a

algorithmic screenplays if you’re a

algorithmic screenplays if you’re a musician and you apply computation maybe

musician and you apply computation maybe

musician and you apply computation maybe you do utter to you yes do you build

you do utter to you yes do you build

you do utter to you yes do you build things like that and this is exactly the

things like that and this is exactly the

things like that and this is exactly the kinds of things that I did while I was

kinds of things that I did while I was

kinds of things that I did while I was doing my doctoral work at UC Berkeley

doing my doctoral work at UC Berkeley

doing my doctoral work at UC Berkeley because of my youth I enjoyed hip-hop

because of my youth I enjoyed hip-hop

because of my youth I enjoyed hip-hop naturally for me the next nights are

naturally for me the next nights are

naturally for me the next nights are about is she

about is she

about is she I wonder if I could actually use

I wonder if I could actually use

I wonder if I could actually use computation to enhance my enjoyment of

computation to enhance my enjoyment of

computation to enhance my enjoyment of this art form I particularly liked hip

this art form I particularly liked hip

this art form I particularly liked hip hop not necessarily for the beats I

hop not necessarily for the beats I

hop not necessarily for the beats I liked it for the narrative storytelling

liked it for the narrative storytelling

liked it for the narrative storytelling so driving to the lab driving back I

so driving to the lab driving back I

so driving to the lab driving back I would listen to jay-z’s discography over

would listen to jay-z’s discography over

would listen to jay-z’s discography over and over and over again and I find

and over and over again and I find

and over and over again and I find myself having arguments with myself

myself having arguments with myself

myself having arguments with myself about the lyrics and at one point I was

about the lyrics and at one point I was

about the lyrics and at one point I was like why am I doing this why don’t I

like why am I doing this why don’t I

like why am I doing this why don’t I just write some code and actually like

just write some code and actually like

just write some code and actually like you know and some of these arguments I

you know and some of these arguments I

you know and some of these arguments I keep having to myself and I was like woo

keep having to myself and I was like woo

keep having to myself and I was like woo I actually could write actually parse

I actually could write actually parse

I actually could write actually parse these lyrics so I decided that I’m gonna

these lyrics so I decided that I’m gonna

these lyrics so I decided that I’m gonna build this data science unit called

build this data science unit called

build this data science unit called hip-hop a–they merging the two words

hip-hop a–they merging the two words

hip-hop a–they merging the two words hip hop and empathy the idea that if I

hip hop and empathy the idea that if I

hip hop and empathy the idea that if I minded enough of this code perhaps I

minded enough of this code perhaps I

minded enough of this code perhaps I could put myself in the same mind space

could put myself in the same mind space

could put myself in the same mind space of the poet and I could see the world

of the poet and I could see the world

of the poet and I could see the world through their perspective and I thought

through their perspective and I thought

through their perspective and I thought perhaps students could actually see this

perhaps students could actually see this

perhaps students could actually see this as well and if they did this they would

as well and if they did this they would

as well and if they did this they would see that computation was not necessarily

see that computation was not necessarily

see that computation was not necessarily just strictly for people who thought of

just strictly for people who thought of

just strictly for people who thought of themselves as computer science people

themselves as computer science people

themselves as computer science people now maybe I could pool in the Ryder pool

now maybe I could pool in the Ryder pool

now maybe I could pool in the Ryder pool in the port and pull in the artists we

in the port and pull in the artists we

in the port and pull in the artists we build this data science unit we looked

build this data science unit we looked

build this data science unit we looked at it it was fun and we moved on but

at it it was fun and we moved on but

at it it was fun and we moved on but something special happened when I did

something special happened when I did

something special happened when I did this I discovered something I didn’t

this I discovered something I didn’t

this I discovered something I didn’t think I was going to discover I

think I was going to discover I

think I was going to discover I discovered that rap lyrics have a very

discovered that rap lyrics have a very

discovered that rap lyrics have a very very similar structure to the structure

very similar structure to the structure

very similar structure to the structure of the ephah corpus of my own native

of the ephah corpus of my own native

of the ephah corpus of my own native Yoruba cosmology without bringing

Yoruba cosmology without bringing

Yoruba cosmology without bringing computation to rap I would never have

computation to rap I would never have

computation to rap I would never have made that discovery these are the kinds

made that discovery these are the kinds

made that discovery these are the kinds of things that happen when computation

of things that happen when computation

of things that happen when computation is brought to bear on different new

is brought to bear on different new

is brought to bear on different new fields we create an entirely new world

fields we create an entirely new world

fields we create an entirely new world of delights we are here in San Francisco

of delights we are here in San Francisco

of delights we are here in San Francisco at the cusp of the fourth Industrial

at the cusp of the fourth Industrial

at the cusp of the fourth Industrial Revolution it is no longer gonna be good

Revolution it is no longer gonna be good

Revolution it is no longer gonna be good enough to say only 2% of the world are

enough to say only 2% of the world are

enough to say only 2% of the world are going to be computer science people for

going to be computer science people for

going to be computer science people for example we know

example we know

example we know that AI is being used for risk

that AI is being used for risk

that AI is being used for risk assessments and sometimes when we’re

assessments and sometimes when we’re

assessments and sometimes when we’re building this algorithms because we’re

building this algorithms because we’re

building this algorithms because we’re so distant from those worlds and for

so distant from those worlds and for

so distant from those worlds and for those people who’s who this algorithms

those people who’s who this algorithms

those people who’s who this algorithms impact it does even occur to us to ask

impact it does even occur to us to ask

impact it does even occur to us to ask certain kinds of questions when people

certain kinds of questions when people

certain kinds of questions when people that are algorithms

that are algorithms

that are algorithms impact our designing those algorithms

impact our designing those algorithms

impact our designing those algorithms they see it from a completely different

they see it from a completely different

they see it from a completely different point of view

point of view

point of view computer science is no longer going to

computer science is no longer going to

computer science is no longer going to be a nice to have it’s actually going to

be a nice to have it’s actually going to

be a nice to have it’s actually going to be unnecessary the fourth Industrial

be unnecessary the fourth Industrial

be unnecessary the fourth Industrial Revolution is get is either gonna be the

Revolution is get is either gonna be the

Revolution is get is either gonna be the beginning of some mad mask dystopian

beginning of some mad mask dystopian

beginning of some mad mask dystopian future oh it’s going to be the beginning

future oh it’s going to be the beginning

future oh it’s going to be the beginning of a glorious era it all depends on

of a glorious era it all depends on

of a glorious era it all depends on whether you you you will step in and

whether you you you will step in and

whether you you you will step in and join me in computation I am the same

join me in computation I am the same

join me in computation I am the same person that learned credence to the idea

person that learned credence to the idea

person that learned credence to the idea of the myth of innate ability because I

of the myth of innate ability because I

of the myth of innate ability because I was disinterested I was not involved

was disinterested I was not involved

was disinterested I was not involved the assumption is oh she’s probably one

the assumption is oh she’s probably one

the assumption is oh she’s probably one of the ninety-eight percent that can

of the ninety-eight percent that can

of the ninety-eight percent that can learn it I found an application all that

learn it I found an application all that

learn it I found an application all that change guess what I’m an anti scientist

change guess what I’m an anti scientist

change guess what I’m an anti scientist the same person that lends credence to

the same person that lends credence to

the same person that lends credence to the myth is the same person that is the

the myth is the same person that is the

the myth is the same person that is the proven the very same myth the reason why

proven the very same myth the reason why

proven the very same myth the reason why a lot of people are not choosing CS is

a lot of people are not choosing CS is

a lot of people are not choosing CS is because sometimes they have phobia or

because sometimes they have phobia or

because sometimes they have phobia or they don’t see themselves as those CS

they don’t see themselves as those CS

they don’t see themselves as those CS type people because we know that humans

type people because we know that humans

type people because we know that humans are inherently teachable that knowledge

are inherently teachable that knowledge

are inherently teachable that knowledge is not infused it is a quiet the happy

is not infused it is a quiet the happy

is not infused it is a quiet the happy things happen where you bring

things happen where you bring

things happen where you bring computation to bear into your own field

computation to bear into your own field

computation to bear into your own field I ask you to dare to come into this

I ask you to dare to come into this

I ask you to dare to come into this field with me and start your own journey

field with me and start your own journey

field with me and start your own journey into computer science thank you

”

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