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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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