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LSTM

Saturday, November 17, 2007. I see we have a response to our last post. Thank you, highperformance, for showing an interest. For anyone who also stumbles on this blog, I'll just post the final update. We completed the project. Although the results were far from what we hoped to achieve. Due to the exceedingly large number of neurons, the BLSTM is very slow. Also, after having it run for several days on end, it has yet to show any conclusive evidence of actually positively identifying phonemes. Of course,...

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LSTM | lstm.blogspot.com Reviews

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Saturday, November 17, 2007. I see we have a response to our last post. Thank you, highperformance, for showing an interest. For anyone who also stumbles on this blog, I'll just post the final update. We completed the project. Although the results were far from what we hoped to achieve. Due to the exceedingly large number of neurons, the BLSTM is very slow. Also, after having it run for several days on end, it has yet to show any conclusive evidence of actually positively identifying phonemes. Of course,...

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2 closed

3 posted by

4 jasper

5 14 comments

6 moderate cheers

7 remaining tasks

8 convert wav files

9 write report

10 1 comment

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LSTM | lstm.blogspot.com Reviews

https://lstm.blogspot.com

Saturday, November 17, 2007. I see we have a response to our last post. Thank you, highperformance, for showing an interest. For anyone who also stumbles on this blog, I'll just post the final update. We completed the project. Although the results were far from what we hoped to achieve. Due to the exceedingly large number of neurons, the BLSTM is very slow. Also, after having it run for several days on end, it has yet to show any conclusive evidence of actually positively identifying phonemes. Of course,...

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lstm.blogspot.com

1

LSTM: Moderate Cheers

http://lstm.blogspot.com/2007/06/moderate-cheers.html

Friday, June 8, 2007. We got the hang of the backpropagation formulas, with a little help of one of our professors, dr. W.A. Kosters. And were able to implement most of them. The one part we haven't implemented yet, updating of weights, we have a firm understanding of what we're supposed to put down. Of course, our code is as yet mostly untested, and we won't be able to test it until the whole network is complete. Select files to use from TIMIT. Matlab code for extracting features from WAV files.

2

LSTM: Backpropagation through time

http://lstm.blogspot.com/2007/04/backpropagation-through-time.html

Thursday, April 26, 2007. The pace of development has picked up. We've been writing a lot of code, mostly skeleton code for the BLSTM algorithm. We've fully implemented the feed-forward network and laid down the skeleton for the LSTM subnetworks. It took some reading to figure out the topology of the LSTM subnetworks. We believe the article that is our main focus for this project ( here. Implies that all gates are connected to all input nodes and. There's a number of things we're not sure about at this t...

3

LSTM: Framewise Phoneme Classification with Bidirectional LSTM and Other Neural Network Architectures

http://lstm.blogspot.com/2007/04/framewise-phoneme-classification-with.html

Thursday, April 12, 2007. Framewise Phoneme Classification with Bidirectional LSTM and Other Neural Network Architectures. For the Speech Recognition. Seminar, we have read some articles about phoneme recognition. The above article gave us the idea to build a Long Short Term Memory network that can be trained to classify phonemes accurately. The article can be found here. LSTM 2007, Timo and Jasper. Subscribe to: Post Comments (Atom). LSTM 2007, Timo and Jasper.

4

LSTM: 11/17/07

http://lstm.blogspot.com/2007_11_17_archive.html

Saturday, November 17, 2007. I see we have a response to our last post. Thank you, highperformance, for showing an interest. For anyone who also stumbles on this blog, I'll just post the final update. We completed the project. Although the results were far from what we hoped to achieve. Due to the exceedingly large number of neurons, the BLSTM is very slow. Also, after having it run for several days on end, it has yet to show any conclusive evidence of actually positively identifying phonemes.

5

LSTM: 04/17/07

http://lstm.blogspot.com/2007_04_17_archive.html

Tuesday, April 17, 2007. The presentation of our project is due tomorrow at the LIACS. In this presentation, we set out our goals and how we intend to tackle them. The presentation in itself is not a fully readable text, but if you're interested you can download it here. LSTM 2007, Timo and Jasper. Protein Secondary Structure Prediction with Bidirectional LSTM Networks. While trying to find out how bidirectional LSTM's work, we happened on this article. LSTM 2007, Timo and Jasper.

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lstm.blogspot.com

LSTM

Saturday, November 17, 2007. I see we have a response to our last post. Thank you, highperformance, for showing an interest. For anyone who also stumbles on this blog, I'll just post the final update. We completed the project. Although the results were far from what we hoped to achieve. Due to the exceedingly large number of neurons, the BLSTM is very slow. Also, after having it run for several days on end, it has yet to show any conclusive evidence of actually positively identifying phonemes. Of course,...

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