https://github.com/luxedo/lstm-de-assis
Código para gerar um modelo de previsão de palavras baseado nas obras de Machado de Assis utilizando Embeddings e LSTM
https://github.com/luxedo/lstm-de-assis
Last synced: 2 months ago
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Código para gerar um modelo de previsão de palavras baseado nas obras de Machado de Assis utilizando Embeddings e LSTM
- Host: GitHub
- URL: https://github.com/luxedo/lstm-de-assis
- Owner: luxedo
- License: gpl-3.0
- Created: 2019-03-13T12:27:23.000Z (about 6 years ago)
- Default Branch: master
- Last Pushed: 2019-03-19T00:55:58.000Z (about 6 years ago)
- Last Synced: 2024-12-30T17:49:23.343Z (4 months ago)
- Language: Jupyter Notebook
- Size: 72.8 MB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE.md
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README
# LSTM de Assis
Código para gerar um modelo de previsão de palavras baseado nas obras de Machado de Assis utilizando Embeddings e LSTM.
O modelo é criado a partir do notebook `LSTM de Assis.ipynb` no arquivo `LSTM-de Assis.h5`. Também estão disponíveis o dicionário utilizado e o dicionário de índices. O modelo é uma rede neural com 5 camadas de acordo com a seguinte configuração:
```
Model: "LSTM-de-Assis"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
embedding (Embedding) (1, None, 128) 3635072
_________________________________________________________________
lstm1 (LSTM) (1, None, 128) 131584
_________________________________________________________________
lstm2 (LSTM) (1, None, 128) 131584
_________________________________________________________________
densa1 (TimeDistributed) (None, None, 128) 16512
_________________________________________________________________
densa2 (TimeDistributed) (None, None, 28399) 3663471
=================================================================
Total params: 7,578,223
Trainable params: 7,578,223
Non-trainable params: 0
```
## Licença
> This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.
>
> This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details.
>
> You should have received a copy of the GNU General Public License along with this program. If not, see http://www.gnu.org/licenses/.