深度学习算法实践源码

深度学习算法实践源码

# -*- coding:utf-8 -*-
import os
os.environ[‘KERAS_BACKEND‘] = “theano“
# os.environ[‘THEANO_FLAGS‘] = “device=cpu“
from keras.models import Sequential
from keras.layers.core import Dense Activation
from keras.layers.recurrent import LSTM
from keras.layers.wrappers import TimeDistributed Bidirectional
from keras.layers import FlattenLambdaK
from keras.layers.embeddings import embedding
from keras.layers.pooling import MaxPooling2D GlobalMaxPooling2DMaxPooling1D
from keras.preprocessing.text import Tokenizer
from keras.preprocessing.sequence import pad_sequences
from keras.layers import MergeDropout
from keras.datasets import imdb
import numpy as np
# from keras.utils import plot_model
from keras.utils.visualize_util import plot

from keras.preprocessing import sequence

def text_fea

 属性            大小     日期    时间   名称
----------- ---------  ---------- -----  ----
     目录           0  2017-04-20 04:24  2_Chapter\
     目录           0  2017-04-20 04:24  2_Chapter\DeepTextClf\
     目录           0  2017-04-20 04:24  2_Chapter\DeepTextClf\algorithm\
     文件        6086  2017-04-20 04:24  2_Chapter\DeepTextClf\algorithm\RNN-CNN_feature_extract.py
     文件       71891  2017-04-20 04:24  2_Chapter\DeepTextClf\algorithm\text_feature_extract_model1.png
     文件           0  2017-04-20 04:24  2_Chapter\DeepTextClf\algorithm\__init__.py
     目录           0  2017-04-20 04:24  2_Chapter\DeepTextClf\data\
     目录           0  2017-04-20 04:24  2_Chapter\DeepTextClf\data\corpus\
     目录           0  2017-04-20 04:24  2_Chapter\DeepTextClf\data\corpus\reviews\
     文件    16765967  2017-04-20 04:24  2_Chapter\DeepTextClf\data\corpus\reviews\1_point.txt
     文件    14183087  2017-04-20 04:24  2_Chapter\DeepTextClf\data\corpus\reviews\5_point.txt
     目录           0  2017-04-20 04:24  2_Chapter\dialogue\
     目录           0  2017-04-20 04:24  2_Chapter\dialogue\提取和选择\
     文件       12292  2017-04-20 04:24  2_Chapter\dialogue\提取和选择\answer_find_out.py
     目录           0  2017-04-20 04:24  2_Chapter\dialogue\爬取\
     文件       38276  2017-04-20 04:24  2_Chapter\dialogue\爬取\fromSE.py
     目录           0  2017-04-20 04:24  2_Chapter\dialogue\相似提取答案\
     文件        4433  2017-04-20 04:24  2_Chapter\dialogue\相似提取答案\Compress.py
     目录           0  2017-04-20 04:24  2_Chapter\dialogue\蕴含\
     文件        8415  2017-04-20 04:24  2_Chapter\dialogue\蕴含\textual_entailment.py
     目录           0  2017-04-20 04:24  2_Chapter\mail\
     文件        1789  2017-04-20 04:24  2_Chapter\mail\mail_classily.py
     文件        4660  2017-04-20 04:24  2_Chapter\mail\stopwords.txt
     文件         452  2017-04-20 04:24  2_Chapter\mail\text_preprocess.py
     目录           0  2017-04-20 04:24  2_Chapter\sentiment\
     目录           0  2017-04-20 04:24  2_Chapter\sentiment\LSTM\
     文件        5410  2017-04-20 04:24  2_Chapter\sentiment\LSTM\extract_feature.py
     文件         931  2017-04-20 04:24  2_Chapter\sentiment\LSTM\lstm_model.py
     文件         340  2017-04-20 04:24  2_Chapter\sentiment\LSTM\test_lstm.py
     目录           0  2017-04-20 04:24  2_Chapter\sentiment\规则\
     文件       18302  2017-04-20 04:24  2_Chapter\sentiment\规则\sentiment_kb.py
............此处省略63个文件信息