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14
It 's not very significant.
null
Uh , channel one. Yes.
Channel three.
false
QMSum_120
It 's not very significant.
Uh , channel one. Yes.
Channel three.
OK.
false
QMSum_120
Uh , channel one. Yes.
Channel three.
OK.
Mm - hmm.
false
QMSum_120
Channel three.
OK.
Mm - hmm.
Channel three.
false
QMSum_120
OK.
Mm - hmm.
Channel three.
Ta
false
QMSum_120
Mm - hmm.
Channel three.
Ta
Channel three. Alright.
false
QMSum_120
Channel three.
Ta
Channel three. Alright.
OK , did you solve speech recognition last week ?
false
QMSum_120
Ta
Channel three. Alright.
OK , did you solve speech recognition last week ?
Almost.
false
QMSum_120
Channel three. Alright.
OK , did you solve speech recognition last week ?
Almost.
Alright ! Let 's do image processing.
false
QMSum_120
OK , did you solve speech recognition last week ?
Almost.
Alright ! Let 's do image processing.
Yes , again.
false
QMSum_120
Almost.
Alright ! Let 's do image processing.
Yes , again.
Great.
false
QMSum_120
Alright ! Let 's do image processing.
Yes , again.
Great.
We did it again , Morgan.
false
QMSum_120
Yes , again.
Great.
We did it again , Morgan.
Alright !
false
QMSum_120
Great.
We did it again , Morgan.
Alright !
Doo - doop , doo - doo.
false
QMSum_120
We did it again , Morgan.
Alright !
Doo - doop , doo - doo.
What 's wrong with ?
false
QMSum_120
Alright !
Doo - doop , doo - doo.
What 's wrong with ?
OK. It 's April fifth. Actually , Hynek should be getting back in town shortly if he isn't already.
false
QMSum_120
Doo - doop , doo - doo.
What 's wrong with ?
OK. It 's April fifth. Actually , Hynek should be getting back in town shortly if he isn't already.
Is he gonna come here ?
false
QMSum_120
What 's wrong with ?
OK. It 's April fifth. Actually , Hynek should be getting back in town shortly if he isn't already.
Is he gonna come here ?
Uh. Well , we 'll drag him here. I know where he is.
false
QMSum_120
OK. It 's April fifth. Actually , Hynek should be getting back in town shortly if he isn't already.
Is he gonna come here ?
Uh. Well , we 'll drag him here. I know where he is.
So when you said " in town " , you mean Oregon.
false
QMSum_120
Is he gonna come here ?
Uh. Well , we 'll drag him here. I know where he is.
So when you said " in town " , you mean Oregon.
U u u u uh , I meant , you know , this end of the world , yeah , is really what I meant ,
false
QMSum_120
Uh. Well , we 'll drag him here. I know where he is.
So when you said " in town " , you mean Oregon.
U u u u uh , I meant , you know , this end of the world , yeah , is really what I meant ,
Oh.
false
QMSum_120
So when you said " in town " , you mean Oregon.
U u u u uh , I meant , you know , this end of the world , yeah , is really what I meant ,
Oh.
Doo , doo - doo.
false
QMSum_120
U u u u uh , I meant , you know , this end of the world , yeah , is really what I meant ,
Oh.
Doo , doo - doo.
uh , cuz he 's been in Europe.
false
QMSum_120
Oh.
Doo , doo - doo.
uh , cuz he 's been in Europe.
Doo - doo.
false
QMSum_120
Doo , doo - doo.
uh , cuz he 's been in Europe.
Doo - doo.
So.
false
QMSum_120
uh , cuz he 's been in Europe.
Doo - doo.
So.
I have something just fairly brief to report on.
false
QMSum_120
Doo - doo.
So.
I have something just fairly brief to report on.
Mmm.
false
QMSum_120
So.
I have something just fairly brief to report on.
Mmm.
Um , I did some experim uh , uh , just a few more experiments before I had to , uh , go away for the w well , that week.
false
QMSum_120
I have something just fairly brief to report on.
Mmm.
Um , I did some experim uh , uh , just a few more experiments before I had to , uh , go away for the w well , that week.
Great !
false
QMSum_120
Mmm.
Um , I did some experim uh , uh , just a few more experiments before I had to , uh , go away for the w well , that week.
Great !
Was it last week or whenever ? Um , so what I was started playing with was the th again , this is the HTK back - end. And , um , I was curious because the way that they train up the models , they go through about four sort of rounds of of training. And in the first round they do uh , I think it 's three iterations , and for the last three rounds e e they do seven iterations of re - estimation in each of those three. And so , you know , that 's part of what takes so long to train the the the back - end for this.
false
QMSum_120
Um , I did some experim uh , uh , just a few more experiments before I had to , uh , go away for the w well , that week.
Great !
Was it last week or whenever ? Um , so what I was started playing with was the th again , this is the HTK back - end. And , um , I was curious because the way that they train up the models , they go through about four sort of rounds of of training. And in the first round they do uh , I think it 's three iterations , and for the last three rounds e e they do seven iterations of re - estimation in each of those three. And so , you know , that 's part of what takes so long to train the the the back - end for this.
I 'm sorry , I didn't quite get that. There 's there 's four and there 's seven and I I 'm sorry.
false
QMSum_120
Great !
Was it last week or whenever ? Um , so what I was started playing with was the th again , this is the HTK back - end. And , um , I was curious because the way that they train up the models , they go through about four sort of rounds of of training. And in the first round they do uh , I think it 's three iterations , and for the last three rounds e e they do seven iterations of re - estimation in each of those three. And so , you know , that 's part of what takes so long to train the the the back - end for this.
I 'm sorry , I didn't quite get that. There 's there 's four and there 's seven and I I 'm sorry.
Yeah. Uh , maybe I should write it on the board. So , there 's four rounds of training. Um , I g I g I guess you could say iterations. The first one is three , then seven , seven , and seven. And what these numbers refer to is the number of times that the , uh , HMM re - estimation is run. It 's this program called H E
false
QMSum_120
Was it last week or whenever ? Um , so what I was started playing with was the th again , this is the HTK back - end. And , um , I was curious because the way that they train up the models , they go through about four sort of rounds of of training. And in the first round they do uh , I think it 's three iterations , and for the last three rounds e e they do seven iterations of re - estimation in each of those three. And so , you know , that 's part of what takes so long to train the the the back - end for this.
I 'm sorry , I didn't quite get that. There 's there 's four and there 's seven and I I 'm sorry.
Yeah. Uh , maybe I should write it on the board. So , there 's four rounds of training. Um , I g I g I guess you could say iterations. The first one is three , then seven , seven , and seven. And what these numbers refer to is the number of times that the , uh , HMM re - estimation is run. It 's this program called H E
But in HTK , what 's the difference between , uh , a an inner loop and an outer loop in these iterations ?
false
QMSum_120
I 'm sorry , I didn't quite get that. There 's there 's four and there 's seven and I I 'm sorry.
Yeah. Uh , maybe I should write it on the board. So , there 's four rounds of training. Um , I g I g I guess you could say iterations. The first one is three , then seven , seven , and seven. And what these numbers refer to is the number of times that the , uh , HMM re - estimation is run. It 's this program called H E
But in HTK , what 's the difference between , uh , a an inner loop and an outer loop in these iterations ?
OK. So what happens is , um , at each one of these points , you increase the number of Gaussians in the model.
false
QMSum_120
Yeah. Uh , maybe I should write it on the board. So , there 's four rounds of training. Um , I g I g I guess you could say iterations. The first one is three , then seven , seven , and seven. And what these numbers refer to is the number of times that the , uh , HMM re - estimation is run. It 's this program called H E
But in HTK , what 's the difference between , uh , a an inner loop and an outer loop in these iterations ?
OK. So what happens is , um , at each one of these points , you increase the number of Gaussians in the model.
Yeah. Oh , right ! This was the mix up stuff.
false
QMSum_120
But in HTK , what 's the difference between , uh , a an inner loop and an outer loop in these iterations ?
OK. So what happens is , um , at each one of these points , you increase the number of Gaussians in the model.
Yeah. Oh , right ! This was the mix up stuff.
Yeah. The mix up.
false
QMSum_120
OK. So what happens is , um , at each one of these points , you increase the number of Gaussians in the model.
Yeah. Oh , right ! This was the mix up stuff.
Yeah. The mix up.
That 's right.
false
QMSum_120
Yeah. Oh , right ! This was the mix up stuff.
Yeah. The mix up.
That 's right.
Right.
false
QMSum_120
Yeah. The mix up.
That 's right.
Right.
I remember now.
false
QMSum_120
That 's right.
Right.
I remember now.
And so , in the final one here , you end up with , uh for all of the the digit words , you end up with , uh , three mixtures per state ,
false
QMSum_120
Right.
I remember now.
And so , in the final one here , you end up with , uh for all of the the digit words , you end up with , uh , three mixtures per state ,
Yeah.
false
QMSum_120
I remember now.
And so , in the final one here , you end up with , uh for all of the the digit words , you end up with , uh , three mixtures per state ,
Yeah.
eh , in the final thing. So I had done some experiments where I was I I want to play with the number of mixtures.
false
QMSum_120
And so , in the final one here , you end up with , uh for all of the the digit words , you end up with , uh , three mixtures per state ,
Yeah.
eh , in the final thing. So I had done some experiments where I was I I want to play with the number of mixtures.
Mm - hmm.
false
QMSum_120
Yeah.
eh , in the final thing. So I had done some experiments where I was I I want to play with the number of mixtures.
Mm - hmm.
But , um , uh , I wanted to first test to see if we actually need to do this many iterations early on.
false
QMSum_120
eh , in the final thing. So I had done some experiments where I was I I want to play with the number of mixtures.
Mm - hmm.
But , um , uh , I wanted to first test to see if we actually need to do this many iterations early on.
Uh , one , two ,
false
QMSum_120
Mm - hmm.
But , um , uh , I wanted to first test to see if we actually need to do this many iterations early on.
Uh , one , two ,
Mm - hmm.
false
QMSum_120
But , um , uh , I wanted to first test to see if we actually need to do this many iterations early on.
Uh , one , two ,
Mm - hmm.
And so , um , I I ran a couple of experiments where I reduced that to l to be three , two , two , uh , five , I think , and I got almost the exact same results.
false
QMSum_120
Uh , one , two ,
Mm - hmm.
And so , um , I I ran a couple of experiments where I reduced that to l to be three , two , two , uh , five , I think , and I got almost the exact same results.
Mm - hmm.
false
QMSum_120
Mm - hmm.
And so , um , I I ran a couple of experiments where I reduced that to l to be three , two , two , uh , five , I think , and I got almost the exact same results.
Mm - hmm.
And but it runs much much faster. So , um , I I think m it only took something like , uh , three or four hours to do the full training ,
false
QMSum_120
And so , um , I I ran a couple of experiments where I reduced that to l to be three , two , two , uh , five , I think , and I got almost the exact same results.
Mm - hmm.
And but it runs much much faster. So , um , I I think m it only took something like , uh , three or four hours to do the full training ,
As opposed to ?
false
QMSum_120
Mm - hmm.
And but it runs much much faster. So , um , I I think m it only took something like , uh , three or four hours to do the full training ,
As opposed to ?
Good.
false
QMSum_120
And but it runs much much faster. So , um , I I think m it only took something like , uh , three or four hours to do the full training ,
As opposed to ?
Good.
as opposed to wh what , sixteen hours or something like that ? I mean , it takes you have to do an overnight basically , the way it is set up now.
false
QMSum_120
As opposed to ?
Good.
as opposed to wh what , sixteen hours or something like that ? I mean , it takes you have to do an overnight basically , the way it is set up now.
Yeah. It depends.
false
QMSum_120
Good.
as opposed to wh what , sixteen hours or something like that ? I mean , it takes you have to do an overnight basically , the way it is set up now.
Yeah. It depends.
Mm - hmm.
false
QMSum_120
as opposed to wh what , sixteen hours or something like that ? I mean , it takes you have to do an overnight basically , the way it is set up now.
Yeah. It depends.
Mm - hmm.
Mm - hmm.
false
QMSum_120
Yeah. It depends.
Mm - hmm.
Mm - hmm.
So , uh , even we don't do anything else , doing something like this could allow us to turn experiments around a lot faster.
false
QMSum_120
Mm - hmm.
Mm - hmm.
So , uh , even we don't do anything else , doing something like this could allow us to turn experiments around a lot faster.
And then when you have your final thing , do a full one , so it 's
false
QMSum_120
Mm - hmm.
So , uh , even we don't do anything else , doing something like this could allow us to turn experiments around a lot faster.
And then when you have your final thing , do a full one , so it 's
And when you have your final thing , we go back to this.
false
QMSum_120
So , uh , even we don't do anything else , doing something like this could allow us to turn experiments around a lot faster.
And then when you have your final thing , do a full one , so it 's
And when you have your final thing , we go back to this.
Yeah.
false
QMSum_120
And then when you have your final thing , do a full one , so it 's
And when you have your final thing , we go back to this.
Yeah.
So , um , and it 's a real simple change to make. I mean , it 's like one little text file you edit and change those numbers , and you don't do anything else.
false
QMSum_120
And when you have your final thing , we go back to this.
Yeah.
So , um , and it 's a real simple change to make. I mean , it 's like one little text file you edit and change those numbers , and you don't do anything else.
Oh , this is a
false
QMSum_120
Yeah.
So , um , and it 's a real simple change to make. I mean , it 's like one little text file you edit and change those numbers , and you don't do anything else.
Oh , this is a
Mm - hmm.
false
QMSum_120
So , um , and it 's a real simple change to make. I mean , it 's like one little text file you edit and change those numbers , and you don't do anything else.
Oh , this is a
Mm - hmm.
And then you just run.
false
QMSum_120
Oh , this is a
Mm - hmm.
And then you just run.
OK.
false
QMSum_120
Mm - hmm.
And then you just run.
OK.
So it 's a very simple change to make and it doesn't seem to hurt all that much.
false
QMSum_120
And then you just run.
OK.
So it 's a very simple change to make and it doesn't seem to hurt all that much.
So you you run with three , two , two , five ? That 's a
false
QMSum_120
OK.
So it 's a very simple change to make and it doesn't seem to hurt all that much.
So you you run with three , two , two , five ? That 's a
So I Uh , I I have to look to see what the exact numbers were.
false
QMSum_120
So it 's a very simple change to make and it doesn't seem to hurt all that much.
So you you run with three , two , two , five ? That 's a
So I Uh , I I have to look to see what the exact numbers were.
Yeah.
false
QMSum_120
So you you run with three , two , two , five ? That 's a
So I Uh , I I have to look to see what the exact numbers were.
Yeah.
I I thought was , like , three , two , two , five ,
false
QMSum_120
So I Uh , I I have to look to see what the exact numbers were.
Yeah.
I I thought was , like , three , two , two , five ,
Mm - hmm.
false
QMSum_120
Yeah.
I I thought was , like , three , two , two , five ,
Mm - hmm.
but I I 'll I 'll double check. It was over a week ago that I did it ,
false
QMSum_120
I I thought was , like , three , two , two , five ,
Mm - hmm.
but I I 'll I 'll double check. It was over a week ago that I did it ,
OK. Mm - hmm.
false
QMSum_120
Mm - hmm.
but I I 'll I 'll double check. It was over a week ago that I did it ,
OK. Mm - hmm.
so I can't remember exactly.
false
QMSum_120
but I I 'll I 'll double check. It was over a week ago that I did it ,
OK. Mm - hmm.
so I can't remember exactly.
Oh.
false
QMSum_120
OK. Mm - hmm.
so I can't remember exactly.
Oh.
But , uh
false
QMSum_120
so I can't remember exactly.
Oh.
But , uh
Mm - hmm.
false
QMSum_120
Oh.
But , uh
Mm - hmm.
um , but it 's so much faster. I it makes a big difference.
false
QMSum_120
But , uh
Mm - hmm.
um , but it 's so much faster. I it makes a big difference.
Hmm.
false
QMSum_120
Mm - hmm.
um , but it 's so much faster. I it makes a big difference.
Hmm.
So we could do a lot more experiments and throw a lot more stuff in there.
false
QMSum_120
um , but it 's so much faster. I it makes a big difference.
Hmm.
So we could do a lot more experiments and throw a lot more stuff in there.
Yeah.
false
QMSum_120
Hmm.
So we could do a lot more experiments and throw a lot more stuff in there.
Yeah.
That 's great.
false
QMSum_120
So we could do a lot more experiments and throw a lot more stuff in there.
Yeah.
That 's great.
Um. Oh , the other thing that I did was , um , I compiled the HTK stuff for the Linux boxes. So we have this big thing that we got from IBM , which is a five - processor machine. Really fast , but it 's running Linux. So , you can now run your experiments on that machine and you can run five at a time and it runs , uh , as fast as , you know , uh , five different machines.
false
QMSum_120
Yeah.
That 's great.
Um. Oh , the other thing that I did was , um , I compiled the HTK stuff for the Linux boxes. So we have this big thing that we got from IBM , which is a five - processor machine. Really fast , but it 's running Linux. So , you can now run your experiments on that machine and you can run five at a time and it runs , uh , as fast as , you know , uh , five different machines.
Mm - hmm.
false
QMSum_120
That 's great.
Um. Oh , the other thing that I did was , um , I compiled the HTK stuff for the Linux boxes. So we have this big thing that we got from IBM , which is a five - processor machine. Really fast , but it 's running Linux. So , you can now run your experiments on that machine and you can run five at a time and it runs , uh , as fast as , you know , uh , five different machines.
Mm - hmm.
Mm - hmm.
false
QMSum_120
Um. Oh , the other thing that I did was , um , I compiled the HTK stuff for the Linux boxes. So we have this big thing that we got from IBM , which is a five - processor machine. Really fast , but it 's running Linux. So , you can now run your experiments on that machine and you can run five at a time and it runs , uh , as fast as , you know , uh , five different machines.
Mm - hmm.
Mm - hmm.
So , um , I 've forgotten now what the name of that machine is but I can I can send email around about it.
false
QMSum_120
Mm - hmm.
Mm - hmm.
So , um , I 've forgotten now what the name of that machine is but I can I can send email around about it.
Yeah.
false
QMSum_120
Mm - hmm.
So , um , I 've forgotten now what the name of that machine is but I can I can send email around about it.
Yeah.
And so we 've got it now HTK 's compiled for both the Linux and for , um , the Sparcs. Um , you have to make you have to make sure that in your dot CSHRC , um , it detects whether you 're running on the Linux or a a Sparc and points to the right executables. Uh , and you may not have had that in your dot CSHRC before , if you were always just running the Sparc. So , um ,
false
QMSum_120
So , um , I 've forgotten now what the name of that machine is but I can I can send email around about it.
Yeah.
And so we 've got it now HTK 's compiled for both the Linux and for , um , the Sparcs. Um , you have to make you have to make sure that in your dot CSHRC , um , it detects whether you 're running on the Linux or a a Sparc and points to the right executables. Uh , and you may not have had that in your dot CSHRC before , if you were always just running the Sparc. So , um ,
Mm - hmm.
false
QMSum_120
Yeah.
And so we 've got it now HTK 's compiled for both the Linux and for , um , the Sparcs. Um , you have to make you have to make sure that in your dot CSHRC , um , it detects whether you 're running on the Linux or a a Sparc and points to the right executables. Uh , and you may not have had that in your dot CSHRC before , if you were always just running the Sparc. So , um ,
Mm - hmm.
uh , I can I can tell you exactly what you need to do to get all of that to work. But it 'll it really increases what we can run on.
false
QMSum_120
And so we 've got it now HTK 's compiled for both the Linux and for , um , the Sparcs. Um , you have to make you have to make sure that in your dot CSHRC , um , it detects whether you 're running on the Linux or a a Sparc and points to the right executables. Uh , and you may not have had that in your dot CSHRC before , if you were always just running the Sparc. So , um ,
Mm - hmm.
uh , I can I can tell you exactly what you need to do to get all of that to work. But it 'll it really increases what we can run on.
Hmm. Cool.
false
QMSum_120
Mm - hmm.
uh , I can I can tell you exactly what you need to do to get all of that to work. But it 'll it really increases what we can run on.
Hmm. Cool.
So , together with the fact that we 've got these faster Linux boxes and that it takes less time to do these , um , we should be able to crank through a lot more experiments.
false
QMSum_120
uh , I can I can tell you exactly what you need to do to get all of that to work. But it 'll it really increases what we can run on.
Hmm. Cool.
So , together with the fact that we 've got these faster Linux boxes and that it takes less time to do these , um , we should be able to crank through a lot more experiments.
Mm - hmm.
false
QMSum_120
Hmm. Cool.
So , together with the fact that we 've got these faster Linux boxes and that it takes less time to do these , um , we should be able to crank through a lot more experiments.
Mm - hmm.
So.
false
QMSum_120
So , together with the fact that we 've got these faster Linux boxes and that it takes less time to do these , um , we should be able to crank through a lot more experiments.
Mm - hmm.
So.
Hmm.
false
QMSum_120
Mm - hmm.
So.
Hmm.
So after I did that , then what I wanted to do was try increasing the number of mixtures , just to see , um see how how that affects performance.
false
QMSum_120
So.
Hmm.
So after I did that , then what I wanted to do was try increasing the number of mixtures , just to see , um see how how that affects performance.
Yeah.
false
QMSum_120
Hmm.
So after I did that , then what I wanted to do was try increasing the number of mixtures , just to see , um see how how that affects performance.
Yeah.
So.
false
QMSum_120
So after I did that , then what I wanted to do was try increasing the number of mixtures , just to see , um see how how that affects performance.
Yeah.
So.
Yeah. In fact , you could do something like keep exactly the same procedure and then add a fifth thing onto it
false
QMSum_120
Yeah.
So.
Yeah. In fact , you could do something like keep exactly the same procedure and then add a fifth thing onto it
Mm - hmm.
false
QMSum_120
So.
Yeah. In fact , you could do something like keep exactly the same procedure and then add a fifth thing onto it
Mm - hmm.
that had more.
false
QMSum_120
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