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深度学习与文本挖掘课程讲义，采用tf.keras 2.X版

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data
data
 
 
README.md
README.md
 
 
author-profile.py
author-profile.py
 
 
bert-masked-word.py
bert-masked-word.py
 
 
bert-rating.py
bert-rating.py
 
 
boston.py
boston.py
 
 
cnn-activity-1D.py
cnn-activity-1D.py
 
 
cnn-text-1D.py
cnn-text-1D.py
 
 
cnn-text-pretrained.py
cnn-text-pretrained.py
 
 
cnn-text.py
cnn-text.py
 
 
curve-fit.py
curve-fit.py
 
 
data_helpers.py
data_helpers.py
 
 
deeplearning2025-keras.pdf
deeplearning2025-keras.pdf
 
 
encoder-decoder-translation-char.py
encoder-decoder-translation-char.py
 
 
encoder-decoder-translation-word.py
encoder-decoder-translation-word.py
 
 
encoder_decoder_translation_attention_inference.py
encoder_decoder_translation_attention_inference.py
 
 
encoder_decoder_translation_attention_models.py
encoder_decoder_translation_attention_models.py
 
 
encoder_decoder_translation_attention_train.py
encoder_decoder_translation_attention_train.py
 
 
imbalanced-fraud.py
imbalanced-fraud.py
 
 
keras-bi.py
keras-bi.py
 
 
keras-mul.py
keras-mul.py
 
 
lstm-sentiment-twocell.py
lstm-sentiment-twocell.py
 
 
lstm-word-lm.py
lstm-word-lm.py
 
 
mnist-DCGAN.py
mnist-DCGAN.py
 
 
mnist-aae.py
mnist-aae.py
 
 
mnist-autoencoder.py
mnist-autoencoder.py
 
 
mnist-cnn.py
mnist-cnn.py
 
 
mnist-vae.py
mnist-vae.py
 
 
mnist.py
mnist.py
 
 
peephole-sentiment.py
peephole-sentiment.py
 
 
peepholecell.py
peepholecell.py
 
 
rnn-activity-customcell.py
rnn-activity-customcell.py
 
 
rnn-char-LM.py
rnn-char-LM.py
 
 
rnn-stock-price.py
rnn-stock-price.py
 
 
text-classify-exmaple.py
text-classify-exmaple.py
 
 
transformer-text-classify.py
transformer-text-classify.py
 
 
word2vec.py
word2vec.py
 
 

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dltm-keras

deeplearning2024-keras.pdf是深度学习与文本挖掘课程讲义，采用tf.keras 2.x版。所有的程序都只是深度学习的例子，不表示是最优模型，使用者需要自己超参数调优。

  1. word2vec.py中需要用到的数据集text8.zip 在百度网盘下载，链接：https://pan.baidu.com/s/11p78VgrGbb0O32l7iwjIkg 提取码：r8s6

  2. 11.5节的文章标题生成见https://github.com/Allen-Qiu/title_generate

示例程序在Tensorflow 2.9版本上调试通过。在2.15版本上可能会出错

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深度学习与文本挖掘课程讲义，采用tf.keras 2.X版

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