
No yes my name is Papa che and I want to
yes my name is Papa che and I want to
yes my name is Papa che and I want to talk about how AI artificial
talk about how AI artificial
talk about how AI artificial intelligence can help me compose good
intelligence can help me compose good
intelligence can help me compose good songs hit songs compelling songs but the
songs hit songs compelling songs but the
songs hit songs compelling songs but the first thing I want to do is to come back
first thing I want to do is to come back
first thing I want to do is to come back to nineteen 1964 because something very
to nineteen 1964 because something very
to nineteen 1964 because something very important happened in our Western world
important happened in our Western world
important happened in our Western world in 64 well I was born but another thing
in 64 well I was born but another thing
in 64 well I was born but another thing has important happen and this is this
has important happen and this is this
has important happen and this is this thing
thing
thing [Music]
[Music]
[Music] the Beatles Beatlemania started more or
the Beatles Beatlemania started more or
the Beatles Beatlemania started more or less in 64 and the world discovered his
less in 64 and the world discovered his
less in 64 and the world discovered his songs with which we are so new so great
songs with which we are so new so great
songs with which we are so new so great so creative at the time so compelling
so creative at the time so compelling
so creative at the time so compelling and like many millions of people I was
and like many millions of people I was
and like many millions of people I was born with his songs in my head not only
born with his songs in my head not only
born with his songs in my head not only this song actually many other songs let
this song actually many other songs let
this song actually many other songs let me play another song that probably you
me play another song that probably you
me play another song that probably you know as well
know as well
know as well [Music]
[Music]
[Music] let me just play the intro for you that
let me just play the intro for you that
let me just play the intro for you that you really have it in your head and it’s
you really have it in your head and it’s
you really have it in your head and it’s a song that every musician knows more
a song that every musician knows more
a song that every musician knows more less well not only a musician every
less well not only a musician every
less well not only a musician every everyone knows so it goes like this at
everyone knows so it goes like this at
everyone knows so it goes like this at the beginning line and what happened
the beginning line and what happened
the beginning line and what happened there it’s a very lovely piece of sound
there it’s a very lovely piece of sound
there it’s a very lovely piece of sound there is what we call a chromatic
there is what we call a chromatic
there is what we call a chromatic descent like something like there is no
descent like something like there is no
descent like something like there is no going down by half steps and it’s
going down by half steps and it’s
going down by half steps and it’s something that the beatles have invented
something that the beatles have invented
something that the beatles have invented actually well there were things like
actually well there were things like
actually well there were things like this in a classical music before but
this in a classical music before but
this in a classical music before but they invented those kinds of things
they invented those kinds of things
they invented those kinds of things those kinds of lovely patterns and they
those kinds of lovely patterns and they
those kinds of lovely patterns and they invented many many other things in
invented many many other things in
invented many many other things in harmony in sound and many things and
harmony in sound and many things and
harmony in sound and many things and well being raised in this in this
well being raised in this in this
well being raised in this in this culture i was always fascinated by how
culture i was always fascinated by how
culture i was always fascinated by how can can someone or van invents such
can can someone or van invents such
can can someone or van invents such lovely compelling things and so i always
lovely compelling things and so i always
lovely compelling things and so i always wanted to become a composer myself and
wanted to become a composer myself and
wanted to become a composer myself and do that kind of stuff and so I studied
do that kind of stuff and so I studied
do that kind of stuff and so I studied music little bit I studied guitar and
music little bit I studied guitar and
music little bit I studied guitar and stuff and I did I compose some songs
stuff and I did I compose some songs
stuff and I did I compose some songs actually so there is something I compose
actually so there is something I compose
actually so there is something I compose it’s a jazz tune
it’s a jazz tune
it’s a jazz tune [Music]
[Music]
[Music] [Applause]
[Applause]
[Applause] [Music]
[Music]
[Music] oh yeah thanks but you should know it’s
oh yeah thanks but you should know it’s
oh yeah thanks but you should know it’s not the right time no not now
not the right time no not now
not the right time no not now later later I will tell you otherwise it
later later I will tell you otherwise it
later later I will tell you otherwise it ruins the show what I wanted to say that
ruins the show what I wanted to say that
ruins the show what I wanted to say that it’s okay but it’s not as great okay as
it’s okay but it’s not as great okay as
it’s okay but it’s not as great okay as those great songs by the Beatles The
those great songs by the Beatles The
those great songs by the Beatles The Beach Boys and many others okay
Beach Boys and many others okay
Beach Boys and many others okay and so I didn’t become a composer I mean
and so I didn’t become a composer I mean
and so I didn’t become a composer I mean I do this as a hobby basically and I did
I do this as a hobby basically and I did
I do this as a hobby basically and I did other things I basically I I became an
other things I basically I I became an
other things I basically I I became an AI researcher I mean I turned out badly
AI researcher I mean I turned out badly
AI researcher I mean I turned out badly but as an ER researcher it’s a natural
but as an ER researcher it’s a natural
but as an ER researcher it’s a natural question what hey I can do to help me
question what hey I can do to help me
question what hey I can do to help me compose songs composed better song I’m
compose songs composed better song I’m
compose songs composed better song I’m not talking about composing just like
not talking about composing just like
not talking about composing just like kilometer music talking about composing
kilometer music talking about composing
kilometer music talking about composing really good new creative songs
really good new creative songs
really good new creative songs what AI can do and so AI and music is a
what AI can do and so AI and music is a
what AI can do and so AI and music is a very old story actually the first the
very old story actually the first the
very old story actually the first the very first applications of computers
very first applications of computers
very first applications of computers were already in AI mu zyk in 1958 the
were already in AI mu zyk in 1958 the
were already in AI mu zyk in 1958 the index wit was the first AI music
index wit was the first AI music
index wit was the first AI music composition in the style of bass so it’s
composition in the style of bass so it’s
composition in the style of bass so it’s really hold it’s not a not a little new
really hold it’s not a not a little new
really hold it’s not a not a little new but in the same style in recently this
but in the same style in recently this
but in the same style in recently this year actually we had the quite
year actually we had the quite
year actually we had the quite spectacular result in the team trying to
spectacular result in the team trying to
spectacular result in the team trying to model the style of Sebastian Sebastian
model the style of Sebastian Sebastian
model the style of Sebastian Sebastian Bach using deep learning artificial
Bach using deep learning artificial
Bach using deep learning artificial intelligence techniques and I want to
intelligence techniques and I want to
intelligence techniques and I want to show you a little bit so that you get
show you a little bit so that you get
show you a little bit so that you get you know you understand what it’s about
you know you understand what it’s about
you know you understand what it’s about so basically the problem is of FIBA is
so basically the problem is of FIBA is
so basically the problem is of FIBA is that back has composed Corral’s which
that back has composed Corral’s which
that back has composed Corral’s which are for poor four part pieces there is a
are for poor four part pieces there is a
are for poor four part pieces there is a soprano melody here and then there are
soprano melody here and then there are
soprano melody here and then there are three other voices and it’s a very
three other voices and it’s a very
three other voices and it’s a very specific style so this is an example of
specific style so this is an example of
specific style so this is an example of what ba has composed
what ba has composed
what ba has composed [Music]
and it has been a long a long time then
and it has been a long a long time then since computer scientists and AI
since computer scientists and AI
since computer scientists and AI researchers try to generate to make
researchers try to generate to make
researchers try to generate to make program that could generate that kind of
program that could generate that kind of
program that could generate that kind of stuff and now with AI what we can do is
stuff and now with AI what we can do is
stuff and now with AI what we can do is we don’t have to write programs so we
we don’t have to write programs so we
we don’t have to write programs so we can feed machine learning algorithms
can feed machine learning algorithms
can feed machine learning algorithms with the chorus that back has composed a
with the chorus that back has composed a
with the chorus that back has composed a few hundreds and these algorithms can
few hundreds and these algorithms can
few hundreds and these algorithms can look at the statistics of what’s going
look at the statistics of what’s going
look at the statistics of what’s going on which not go often which with which
on which not go often which with which
on which not go often which with which other nodes and stuff like that
other nodes and stuff like that
other nodes and stuff like that statistics and then these models can be
statistics and then these models can be
statistics and then these models can be used to generate new new pieces in the
used to generate new new pieces in the
used to generate new new pieces in the same style so here I will show you what
same style so here I will show you what
same style so here I will show you what we can generate in the same style but
we can generate in the same style but
we can generate in the same style but also keeping the same Soprano so you
also keeping the same Soprano so you
also keeping the same Soprano so you will hear the same piece with the same
will hear the same piece with the same
will hear the same piece with the same soprano sorry but all the voices the
soprano sorry but all the voices the
soprano sorry but all the voices the other voices are composed by the machine
other voices are composed by the machine
other voices are composed by the machine so and you will hear with a flute sound
so and you will hear with a flute sound
so and you will hear with a flute sound and this is a stem called deep bass deep
and this is a stem called deep bass deep
and this is a stem called deep bass deep learning for back depe designed by a guy
learning for back depe designed by a guy
learning for back depe designed by a guy who is a PhD student in the team this is
who is a PhD student in the team this is
who is a PhD student in the team this is what you get you see the same soprano
what you get you see the same soprano
what you get you see the same soprano here but the different orchestration
here but the different orchestration
here but the different orchestration [Music]
so you see it sounds pretty much like
so you see it sounds pretty much like back and we have shown that even trained
back and we have shown that even trained
back and we have shown that even trained professional trained musician would
professional trained musician would
professional trained musician would consider that this as almost as good or
consider that this as almost as good or
consider that this as almost as good or almost not distinct distinguishable from
almost not distinct distinguishable from
almost not distinct distinguishable from back alright okay but we are thumbs trap
back alright okay but we are thumbs trap
back alright okay but we are thumbs trap from the Beatles right I mean this is a
from the Beatles right I mean this is a
from the Beatles right I mean this is a nice piece of musics not as exciting not
nice piece of musics not as exciting not
nice piece of musics not as exciting not as compelling so music is about
as compelling so music is about
as compelling so music is about statistics yes but not only I mean there
statistics yes but not only I mean there
statistics yes but not only I mean there are other things in there there actually
are other things in there there actually
are other things in there there actually many other things so we had to look at
many other things so we had to look at
many other things so we had to look at other dimensions and statistics and a
other dimensions and statistics and a
other dimensions and statistics and a few years ago I designed a system called
few years ago I designed a system called
few years ago I designed a system called continued ATAR which taught us a lot of
continued ATAR which taught us a lot of
continued ATAR which taught us a lot of things about what is musical excitement
things about what is musical excitement
things about what is musical excitement so it is in this system basically what
so it is in this system basically what
so it is in this system basically what happened is that you had a pianist for
happened is that you had a pianist for
happened is that you had a pianist for instance improvising so this is the
instance improvising so this is the
instance improvising so this is the pianist here Albert von Baden that is
pianist here Albert von Baden that is
pianist here Albert von Baden that is going to improvise and the system would
going to improvise and the system would
going to improvise and the system would just listen and when the guys stops
just listen and when the guys stops
just listen and when the guys stops playing the system continues you know
playing the system continues you know
playing the system continues you know the phrase by in the same style by
the phrase by in the same style by
the phrase by in the same style by trying to elaborate on the motif that we
trying to elaborate on the motif that we
trying to elaborate on the motif that we are just play let me just show you two
are just play let me just show you two
are just play let me just show you two seconds of this here
[Music]
[Music] improvised and system continues
something different it’s really
something different it’s really interesting and it goes on and goes on
interesting and it goes on and goes on
interesting and it goes on and goes on like this for four hours and the guy
like this for four hours and the guy
like this for four hours and the guy listens to himself actually the machine
listens to himself actually the machine
listens to himself actually the machine has captured his own style and is
has captured his own style and is
has captured his own style and is elaborating on that and money has enough
you will play again machine stops all
you will play again machine stops all right and so sorry so what we learned
right and so sorry so what we learned
right and so sorry so what we learned with this is that a big part of the
with this is that a big part of the
with this is that a big part of the excitement in music comes from the
excitement in music comes from the
excitement in music comes from the fascination of what we have inside us
fascination of what we have inside us
fascination of what we have inside us that we are not yet able to realize and
that we are not yet able to realize and
that we are not yet able to realize and this is what the machine would do you
this is what the machine would do you
this is what the machine would do you know you would play something and
know you would play something and
know you would play something and machine would do would play as if it was
machine would do would play as if it was
machine would do would play as if it was you but in a kind of near future it was
you but in a kind of near future it was
you but in a kind of near future it was so it’s very excited was very exciting
so it’s very excited was very exciting
so it’s very excited was very exciting for many people it was exciting for the
for many people it was exciting for the
for many people it was exciting for the users not so much for the audience so we
users not so much for the audience so we
users not so much for the audience so we still not they’re quite you know but we
still not they’re quite you know but we
still not they’re quite you know but we learn a lot of things with this thing
learn a lot of things with this thing
learn a lot of things with this thing and more recently well this is just only
and more recently well this is just only
and more recently well this is just only slightly a cryptic slide I have but
slightly a cryptic slide I have but
slightly a cryptic slide I have but recently we have been working on trying
recently we have been working on trying
recently we have been working on trying to extend those statistic models with
to extend those statistic models with
to extend those statistic models with more constraints that to take into
more constraints that to take into
more constraints that to take into account more dimensions of music in
account more dimensions of music in
account more dimensions of music in particular rhythm and meter
particular rhythm and meter
particular rhythm and meter I will not detail these things too much
I will not detail these things too much
I will not detail these things too much well I want to show here is the song
well I want to show here is the song
well I want to show here is the song Michele you know I’m a this thing is
Michele you know I’m a this thing is
Michele you know I’m a this thing is about focus I’m really focused on
about focus I’m really focused on
about focus I’m really focused on Michele and let’s say obsessed but this
Michele and let’s say obsessed but this
Michele and let’s say obsessed but this is the kind of model that the system
is the kind of model that the system
is the kind of model that the system computer can build from the analysis of
computer can build from the analysis of
computer can build from the analysis of this song and when it showed here it’s a
this song and when it showed here it’s a
this song and when it showed here it’s a probabilistic automaton it shows there
probabilistic automaton it shows there
probabilistic automaton it shows there that the system is able somehow to
that the system is able somehow to
that the system is able somehow to generalize to make it bigger it’s going
generalize to make it bigger it’s going
generalize to make it bigger it’s going not to be able on not only to play
not to be able on not only to play
not to be able on not only to play sure that many other things that are in
sure that many other things that are in
sure that many other things that are in the same style and these kinds of object
the same style and these kinds of object
the same style and these kinds of object can be created automatically now what do
can be created automatically now what do
can be created automatically now what do we do with this well we built a tool
we do with this well we built a tool
we do with this well we built a tool called flow machines to help people
called flow machines to help people
called flow machines to help people compose songs and of course the first
compose songs and of course the first
compose songs and of course the first thing we did was to compose a song in
thing we did was to compose a song in
thing we did was to compose a song in the style of the Beatles so what we did
the style of the Beatles so what we did
the style of the Beatles so what we did is we fed the system with about 40
is we fed the system with about 40
is we fed the system with about 40 titles of the beaters including Michelle
titles of the beaters including Michelle
titles of the beaters including Michelle yes
yes
yes but others and it has some success on on
but others and it has some success on on
but others and it has some success on on YouTube you know for a researcher one
YouTube you know for a researcher one
YouTube you know for a researcher one point five million views is really a
point five million views is really a
point five million views is really a time and usually we have like eighty
time and usually we have like eighty
time and usually we have like eighty four views one when we do something and
four views one when we do something and
four views one when we do something and I want to show you what what there is
I want to show you what what there is
I want to show you what what there is inside so that you understand the point
inside so that you understand the point
inside so that you understand the point so this is a the first seconds of this
so this is a the first seconds of this
so this is a the first seconds of this song called Daddy’s car so in composed
song called Daddy’s car so in composed
song called Daddy’s car so in composed with this AI
[Music]
[Music] [Applause]
[Applause]
[Applause] [Music]
[Music]
[Music] I cannot pastry minute-long please go
I cannot pastry minute-long please go
I cannot pastry minute-long please go and increase our view count I want to
and increase our view count I want to
and increase our view count I want to play an extract a bit later in the song
play an extract a bit later in the song
play an extract a bit later in the song okay and you have to listen to it
okay and you have to listen to it
okay and you have to listen to it carefully a bit later a few seconds
carefully a bit later a few seconds
carefully a bit later a few seconds later you have this
later you have this
later you have this [Music]
does it tell you something so let me
does it tell you something so let me take this extract transpose it a bit
take this extract transpose it a bit
take this extract transpose it a bit below make it sound a bit lower in pitch
below make it sound a bit lower in pitch
below make it sound a bit lower in pitch the same thing so now let’s go back to
the same thing so now let’s go back to
the same thing so now let’s go back to Michelle the beginning of Michelle all
Michelle the beginning of Michelle all
Michelle the beginning of Michelle all the same harmonically you have the same
the same harmonically you have the same
the same harmonically you have the same chromatic descent and if you don’t
chromatic descent and if you don’t
chromatic descent and if you don’t believe me now I will play the both
believe me now I will play the both
believe me now I will play the both things together so one will be on the
things together so one will be on the
things together so one will be on the right one on the left so the beginning
right one on the left so the beginning
right one on the left so the beginning of Michelle and the extract of that song
of Michelle and the extract of that song
of Michelle and the extract of that song composed by the AI okay so please listen
composed by the AI okay so please listen
composed by the AI okay so please listen carefully what I want to say here is
carefully what I want to say here is
carefully what I want to say here is that what did the AI do it somehow
that what did the AI do it somehow
that what did the AI do it somehow captures this bit of Michelle I did not
captures this bit of Michelle I did not
captures this bit of Michelle I did not ask it to do him to do it I did it by a
ask it to do him to do it I did it by a
ask it to do him to do it I did it by a by chance and replaced it in another
by chance and replaced it in another
by chance and replaced it in another context which it created and so to reuse
context which it created and so to reuse
context which it created and so to reuse it in a creative way so this is exactly
it in a creative way so this is exactly
it in a creative way so this is exactly what AI can do to help us and find
what AI can do to help us and find
what AI can do to help us and find inspiration as they’re taking bits of
inspiration as they’re taking bits of
inspiration as they’re taking bits of things which exist more or less we
things which exist more or less we
things which exist more or less we tweaking them and risk and setting them
tweaking them and risk and setting them
tweaking them and risk and setting them in new context and this is I think very
in new context and this is I think very
in new context and this is I think very very interesting it’s going to open a
very interesting it’s going to open a
very interesting it’s going to open a lot of new ways to make music so let me
lot of new ways to make music so let me
lot of new ways to make music so let me continue and show you other things that
continue and show you other things that
continue and show you other things that AI can do what I’ve shown here is
AI can do what I’ve shown here is
AI can do what I’ve shown here is basically about school abouts what we
basically about school abouts what we
basically about school abouts what we call symbolic music nodes harmony chords
call symbolic music nodes harmony chords
call symbolic music nodes harmony chords and stuff like that rhythm but here we
and stuff like that rhythm but here we
and stuff like that rhythm but here we want to play with sound sound texture so
want to play with sound sound texture so
want to play with sound sound texture so let’s do a cover of well let’s let’s do
let’s do a cover of well let’s let’s do
let’s do a cover of well let’s let’s do a cover of Michelle you know for a
a cover of Michelle you know for a
a cover of Michelle you know for a change
change
change but using another technique or style
but using another technique or style
but using another technique or style transfer so the thing I will do is okay
transfer so the thing I will do is okay
transfer so the thing I will do is okay I will take this song by
I will take this song by
I will take this song by [Music]
[Music]
[Music] [Applause]
[Applause]
[Applause] [Music]
[Music]
[Music] Stevie Wonder is one of the great
Stevie Wonder is one of the great
Stevie Wonder is one of the great geniuses like the Beatles he has
geniuses like the Beatles he has
geniuses like the Beatles he has invented so many things but here I will
invented so many things but here I will
invented so many things but here I will not talk about him I will just take this
not talk about him I will just take this
not talk about him I will just take this introduction of loves in liver of love
introduction of loves in liver of love
introduction of loves in liver of love of love today because I like the sound
of love today because I like the sound
of love today because I like the sound right and then I will take another piece
right and then I will take another piece
right and then I will take another piece of music of sound sorry I will take I
of music of sound sorry I will take I
of music of sound sorry I will take I will take McKelvey bliss voice in a song
will take McKelvey bliss voice in a song
will take McKelvey bliss voice in a song called everything you’re a phone stop
called everything you’re a phone stop
called everything you’re a phone stop you’re the getaway car you’re the line
you’re the getaway car you’re the line
you’re the getaway car you’re the line in the sand and what I want to do is to
in the sand and what I want to do is to
in the sand and what I want to do is to create a cover of Michelle you have
create a cover of Michelle you have
create a cover of Michelle you have heard both vision right so you remember
heard both vision right so you remember
heard both vision right so you remember this song and I want to map these two
this song and I want to map these two
this song and I want to map these two sounds onto this Michelle score and this
sounds onto this Michelle score and this
sounds onto this Michelle score and this process of mapping is called sty
process of mapping is called sty
process of mapping is called sty transfer so just for fun you know this
transfer so just for fun you know this
transfer so just for fun you know this is what you get
you recognize I guess the melody of
you recognize I guess the melody of Michele recognize the voice recognition
Michele recognize the voice recognition
Michele recognize the voice recognition so what we are doing here is completely
so what we are doing here is completely
so what we are doing here is completely automatic by the way there is just you
automatic by the way there is just you
automatic by the way there is just you just select the sounds press click and
just select the sounds press click and
just select the sounds press click and that’s it
that’s it
that’s it so what you get here is we could say an
so what you get here is we could say an
so what you get here is we could say an interesting cover a cover is just
interesting cover a cover is just
interesting cover a cover is just another orchestration interpretation of
another orchestration interpretation of
another orchestration interpretation of an existing song it’s not composition
an existing song it’s not composition
an existing song it’s not composition right but it’s interesting because those
right but it’s interesting because those
right but it’s interesting because those tools are going to help us think about
tools are going to help us think about
tools are going to help us think about new ways of orchestration okay
new ways of orchestration okay
new ways of orchestration okay orchestrating a song let me show you
orchestrating a song let me show you
orchestrating a song let me show you some other covers in the lab wheel that
some other covers in the lab wheel that
some other covers in the lab wheel that we liked very much the beaters but also
we liked very much the beaters but also
we liked very much the beaters but also Brazilian music like Tom Jobim who is
Brazilian music like Tom Jobim who is
Brazilian music like Tom Jobim who is like Stevie Wonder McCartney one of the
like Stevie Wonder McCartney one of the
like Stevie Wonder McCartney one of the great geniuses of our Western
great geniuses of our Western
great geniuses of our Western civilization and so we like for instance
civilization and so we like for instance
civilization and so we like for instance Girl From Ipanema okay so there is a
Girl From Ipanema okay so there is a
Girl From Ipanema okay so there is a girl from Ipanema but from a sty
girl from Ipanema but from a sty
girl from Ipanema but from a sty transfer of amount of Marvin Gaye
so you can recognize the intonation
so you can recognize the intonation expression of mark of course Marvin
expression of mark of course Marvin
expression of mark of course Marvin Gaye’s never sang sang this song another
Gaye’s never sang sang this song another
Gaye’s never sang sang this song another example which nice is a one not Samba we
example which nice is a one not Samba we
example which nice is a one not Samba we buy the same Jobim
do you get the idea and so on I want to
do you get the idea and so on I want to insist that this is not composition but
insist that this is not composition but
insist that this is not composition but this is no work either just one click
this is no work either just one click
this is no work either just one click you know selection of what you want to
you know selection of what you want to
you know selection of what you want to map selection of the target lead sheet
map selection of the target lead sheet
map selection of the target lead sheet target song this one that one we have a
target song this one that one we have a
target song this one that one we have a database with all the songs in the world
database with all the songs in the world
database with all the songs in the world and then selection of an audio file and
and then selection of an audio file and
and then selection of an audio file and any try and it works so it doesn’t work
any try and it works so it doesn’t work
any try and it works so it doesn’t work I mean it’s it’s nice or not I don’t
I mean it’s it’s nice or not I don’t
I mean it’s it’s nice or not I don’t know but at least this is the kind of
know but at least this is the kind of
know but at least this is the kind of tool that we are going to have very soon
tool that we are going to have very soon
tool that we are going to have very soon let me show you something more creative
let me show you something more creative
let me show you something more creative because these work covers covers is
because these work covers covers is
because these work covers covers is again an existing song that you re
again an existing song that you re
again an existing song that you re orchestrate so we did obsessed by Tom
orchestrate so we did obsessed by Tom
orchestrate so we did obsessed by Tom Jobim as well we loved this song which
Jobim as well we loved this song which
Jobim as well we loved this song which is called in sunset days which is very
is called in sunset days which is very
is called in sunset days which is very well known I will play rock performance
well known I will play rock performance
well known I will play rock performance by drawer drawer Giotto with great
by drawer drawer Giotto with great
by drawer drawer Giotto with great Brazilian guitarist but so and then what
Brazilian guitarist but so and then what
Brazilian guitarist but so and then what I will show that we try to do new
I will show that we try to do new
I will show that we try to do new composition with the same kind of
composition with the same kind of
composition with the same kind of patterns and in particular pay attention
patterns and in particular pay attention
patterns and in particular pay attention to the fact that the melody is very
to the fact that the melody is very
to the fact that the melody is very chromatic you have very small movements
chromatic you have very small movements
chromatic you have very small movements between notes
between notes
between notes alright so this is
alright so this is
alright so this is [Music]
give us a face so my sink with our very
give us a face so my sink with our very nice song it’s really hard to do that
nice song it’s really hard to do that
nice song it’s really hard to do that really
really
really so what we did is we fed the system with
so what we did is we fed the system with
so what we did is we fed the system with lots of Tom Jobim songs this one this
lots of Tom Jobim songs this one this
lots of Tom Jobim songs this one this one and many others and we asked a new
one and many others and we asked a new
one and many others and we asked a new song this is what we got
song this is what we got
song this is what we got it’s nice no well you don’t read music
it’s nice no well you don’t read music
it’s nice no well you don’t read music fluently all right you can see that
fluently all right you can see that
fluently all right you can see that there are lots of chromatic chromatic
there are lots of chromatic chromatic
there are lots of chromatic chromatic stuff also that the notes don’t don’t be
stuff also that the notes don’t don’t be
stuff also that the notes don’t don’t be do big jumps all right but let me play
do big jumps all right but let me play
do big jumps all right but let me play this with tile transfer so that it’s
this with tile transfer so that it’s
this with tile transfer so that it’s nicer than just a MIDI file so what we
nicer than just a MIDI file so what we
nicer than just a MIDI file so what we did here is we took King Crimson’s voice
did here is we took King Crimson’s voice
did here is we took King Crimson’s voice and a bit of stock transfer from song by
and a bit of stock transfer from song by
and a bit of stock transfer from song by Bill McRea French musician we work with
Bill McRea French musician we work with
Bill McRea French musician we work with and this is what we get
and this is what we get
and this is what we get [Music]
[Music]
[Music] I’m talking
[Music]
[Music] is not
[Music]
[Music] and what I think is really interesting
and what I think is really interesting
and what I think is really interesting in there that’s you you have you do
in there that’s you you have you do
in there that’s you you have you do recognize the chromatic dimension which
recognize the chromatic dimension which
recognize the chromatic dimension which is really hard actually to specify but
is really hard actually to specify but
is really hard actually to specify but yet it’s a completely different song
yet it’s a completely different song
yet it’s a completely different song it’s not a pleasure it’s completely
it’s not a pleasure it’s completely
it’s not a pleasure it’s completely different so you you see what the ayah
different so you you see what the ayah
different so you you see what the ayah is a is going to do is going to let you
is a is going to do is going to let you
is a is going to do is going to let you explore at the fringe of existing stuff
explore at the fringe of existing stuff
explore at the fringe of existing stuff it’s not going to do plagiarism or
it’s not going to do plagiarism or
it’s not going to do plagiarism or copy-paste but go a little bit farther
copy-paste but go a little bit farther
copy-paste but go a little bit farther and let you course control all that let
and let you course control all that let
and let you course control all that let me show you something more creative so
me show you something more creative so
me show you something more creative so this is a jazz singer committee Otto who
this is a jazz singer committee Otto who
this is a jazz singer committee Otto who is really fantastic by the West well
is really fantastic by the West well
is really fantastic by the West well concept we did in October in Paris last
concept we did in October in Paris last
concept we did in October in Paris last October and she sings a song that’s real
October and she sings a song that’s real
October and she sings a song that’s real that’s generated on the fly just by a
that’s generated on the fly just by a
that’s generated on the fly just by a click so she has never seen the song she
click so she has never seen the song she
click so she has never seen the song she sees the score and then she sings it
sees the score and then she sings it
sees the score and then she sings it just to show that you can create from
just to show that you can create from
just to show that you can create from scratch and this isn’t the style of Bill
scratch and this isn’t the style of Bill
scratch and this isn’t the style of Bill Evans Bill Evans is yet another genius
Evans Bill Evans is yet another genius
Evans Bill Evans is yet another genius who has composed a lot of very nice jazz
who has composed a lot of very nice jazz
who has composed a lot of very nice jazz tunes very sophisticated so this is what
tunes very sophisticated so this is what
tunes very sophisticated so this is what you get now a full song it’s a so short
you get now a full song it’s a so short
you get now a full song it’s a so short trot song it’s 12 bars very short just
trot song it’s 12 bars very short just
trot song it’s 12 bars very short just to that you get the idea of what you can
to that you get the idea of what you can
to that you get the idea of what you can do now
[Music]
[Music] to
to
to [Music]
[Music]
[Music] nevermind
nevermind
nevermind I have to skip okay this is one click
I have to skip okay this is one click
I have to skip okay this is one click and of course if you click again you
and of course if you click again you
and of course if you click again you have something else
have something else
have something else so what these algorithms algorithms do
so what these algorithms algorithms do
so what these algorithms algorithms do is sampling that is they generate a lot
is sampling that is they generate a lot
is sampling that is they generate a lot of different things each time you use
of different things each time you use
of different things each time you use them some of them are good that’s good
them some of them are good that’s good
them some of them are good that’s good some of them are really good so then
some of them are really good so then
some of them are really good so then it’s a matter of choice and selection I
it’s a matter of choice and selection I
it’s a matter of choice and selection I mean from the user this is why we really
mean from the user this is why we really
mean from the user this is why we really need the user not only user about a
need the user not only user about a
need the user not only user about a musician but you see the kind of stuff
musician but you see the kind of stuff
musician but you see the kind of stuff that we can do with AI so this was in
that we can do with AI so this was in
that we can do with AI so this was in the style of Bill Evans I want to stop
the style of Bill Evans I want to stop
the style of Bill Evans I want to stop right now just by giving you some
right now just by giving you some
right now just by giving you some examples of real things we have been
examples of real things we have been
examples of real things we have been doing this is something for a French
doing this is something for a French
doing this is something for a French television that’s going to be broadcast
television that’s going to be broadcast
television that’s going to be broadcast very soon from the celebration of the
very soon from the celebration of the
very soon from the celebration of the prints with either one year ago so we
prints with either one year ago so we
prints with either one year ago so we want we wanted to do something with
want we wanted to do something with
want we wanted to do something with songs from prints with a jazz a composer
songs from prints with a jazz a composer
songs from prints with a jazz a composer mediary : young French a composer and
mediary : young French a composer and
mediary : young French a composer and trumpet trumpet player and which with
trumpet trumpet player and which with
trumpet trumpet player and which with some sounds from Miles Davis also so
some sounds from Miles Davis also so
some sounds from Miles Davis also so this is just to show you that we are not
this is just to show you that we are not
this is just to show you that we are not doing only demos but actual music is a
doing only demos but actual music is a
doing only demos but actual music is a groovy kind of drew drew jazz with a few
groovy kind of drew drew jazz with a few
groovy kind of drew drew jazz with a few seconds
seconds
seconds [Music]
[Music]
[Music] so you recognize the voice of Buble okay
so you recognize the voice of Buble okay
so you recognize the voice of Buble okay again my capably and are very nice
again my capably and are very nice
again my capably and are very nice suddenly you know melodic traits that
suddenly you know melodic traits that
suddenly you know melodic traits that come from nowhere the I I suggest this
come from nowhere the I I suggest this
come from nowhere the I I suggest this and all the sounds here are generated by
and all the sounds here are generated by
and all the sounds here are generated by the AI and the last thing I want to show
the AI and the last thing I want to show
the AI and the last thing I want to show is mainstream music we need a title
is mainstream music we need a title
is mainstream music we need a title well Bernie McCauley the composer
well Bernie McCauley the composer
well Bernie McCauley the composer working with us wanted to do something
working with us wanted to do something
working with us wanted to do something mainstream you’re really popular but see
mainstream you’re really popular but see
mainstream you’re really popular but see how a I because AI you can do very crazy
how a I because AI you can do very crazy
how a I because AI you can do very crazy stuff you know but what about non crazy
stuff you know but what about non crazy
stuff you know but what about non crazy stuff you know this is actually harder
stuff you know this is actually harder
stuff you know this is actually harder to do sometimes so here we did a song we
to do sometimes so here we did a song we
to do sometimes so here we did a song we did a song from inspired from a Michelle
did a song from inspired from a Michelle
did a song from inspired from a Michelle Beltre with a popular French composer
Beltre with a popular French composer
Beltre with a popular French composer died now but and a lot of sounds from
died now but and a lot of sounds from
died now but and a lot of sounds from many people like be a pet or winter the
many people like be a pet or winter the
many people like be a pet or winter the voice of Elvis Presley you will
voice of Elvis Presley you will
voice of Elvis Presley you will recognize the type vibrato probably and
recognize the type vibrato probably and
recognize the type vibrato probably and lots of sounds pete seeger coming from
lots of sounds pete seeger coming from
lots of sounds pete seeger coming from here and there taken on the web and so
here and there taken on the web and so
here and there taken on the web and so it’s called magic man let’s just fill a
it’s called magic man let’s just fill a
it’s called magic man let’s just fill a few seconds of this
few seconds of this
few seconds of this [Music]
[Music]
[Music] all right so I will stop conclude as I
all right so I will stop conclude as I
all right so I will stop conclude as I will answer my question can i hi help me
will answer my question can i hi help me
will answer my question can i hi help me compose songs I say yes but the real the
compose songs I say yes but the real the
compose songs I say yes but the real the real proof will come when people say yes
real proof will come when people say yes
real proof will come when people say yes not only me you know not like myself but
not only me you know not like myself but
not only me you know not like myself but the audience so we are now finishing at
the audience so we are now finishing at
the audience so we are now finishing at first what will be the first album pop
first what will be the first album pop
first what will be the first album pop album well there will be some pop
album well there will be some pop
album well there will be some pop electronic music hip hop a bit of jazz
electronic music hip hop a bit of jazz
electronic music hip hop a bit of jazz which we should be out in the coming
which we should be out in the coming
which we should be out in the coming month and then well we’ll see
month and then well we’ll see
month and then well we’ll see right what other thing other people
right what other thing other people
right what other thing other people think thank you very much
think thank you very much
think thank you very much [Applause]
[Applause]
[Applause] [Music]
”
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