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review_LDA
说明: 用LDA对英文语料库提取n个主题,并输出每条文章属于哪个主题:
1)对英文评论数据进行预处理:分词、词性标注、去掉停用词和垃圾字符串
2)仅保留名词、形容词和动词
3) 将每条评论处理成TF-IDF向量表示,去掉频率为后2%的词语言
4)拟合LDA模型
5)提取n个主题,输出每个主题下包含哪些关键词(按重要程度排序)
6)对每条评论,给出其属于哪个主题(以及属于每个主题的概率)
7)统计每个主题下有多少条评论
依赖: python3, NLTK, enchant, sklearn, numpy, pickle等,详细见代码
数据集:80,000+英文评论
输出结果:
topic #1:
view night river light building nice walk day beautiful skyline visit evening amazing spectacular stroll time floor architecture people amaze modern top enjoy cruise look photo fantastic skyscraper awesome picture
topic #2:
garden bike nice beautiful visit peaceful ride chinese walk ancient temple town time rent cycle gate china history bicycle building middle hour oasis quiet busy look enjoy hire lot architecture
topic #3:
...(An LDA topic model for review topic classification.
Able to extract n topics from 80,000 English reviews or articles.
Implmented by Python3, with packages such as NLTK, enchant, sklearn, numpy, pickleand so on.)
- 2019-06-03 19:45:16下载
- 积分:1
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机器学习框架techstar-ai-master
一种大数据机器学习框架的源代码,techstar-ai(The source code of a large data machine learning framework, techstar-ai)
- 2019-02-24 08:37:54下载
- 积分:1
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python计算机视觉.pdf
本书是计算机视觉编程的权威实践指南,依赖 Python 语言讲解了基础理论与算法,并通过
大量示例细致分析了对象识别、基于内容的图像搜索、光学字符识别、光流法、跟踪、三维重建、
立体成像、增强现实、姿态估计、全景创建、图像分割、降噪、图像分组等技术。(This book is an authoritative guide to computer vision programming, which explains basic theories and algorithms based on the Python language.A large number of examples carefully analyze object recognition, content based image search, optical character recognition, optical flow, tracking, 3D reconstruction,Stereoscopic imaging, augmented reality, attitude estimation, panoramic creation, image segmentation, noise reduction, image grouping and other techniques.)
- 2020-10-13 20:07:31下载
- 积分:1
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vgae_pytorch-master
说明: 图形自动编码器的pytorch实现,参考论文vgae(Implementation of graph self encoder gae with Python)
- 2021-03-19 10:59:19下载
- 积分:1
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webot - 副本
说明: 爬取微博内容,通过python进行抓取分析(Microblogging information crawling layer is responsible for climbing the microblogging information and downloading the file shared by microblogging user.)
- 2020-06-16 05:00:01下载
- 积分:1
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ntp-amplification.tar
NTP Amplification attack
- 2015-07-03 19:58:48下载
- 积分:1
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《Python Web开发实战(董伟明)》中文PDF+源代码
《Python Web开发实战(董伟明)》中文PDF+源代码
- 2020-06-04下载
- 积分:1
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fenlei
利用深度学习进行遥感图像场景分类
这里我们对NWPU-RESISC45数据集的场景图像进行分类
我们将卷积神经网络应用于图像分类。我们从头开始训练数据集。此外,还应用了预先训练的VGG16 abd ResNet50进行迁移学习。(Scene Classification of Remote Sensing Images Using Deep Learning
Here we classify scene images from NWPU-RESISC45 dataset
We apply convolutional neural network to image classification. We start training data sets from scratch. In addition, a pre-trained VGG16 abd ResNet50 is used for migration learning.)
- 2021-03-31 20:19:08下载
- 积分:1
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pyautocad-master
说明: pyautocad from github
- 2019-10-07 20:12:11下载
- 积分:1
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cscms_v3.5.6_utf8
web控制端,下载后看readme进行安装使用(english one two three four five six seven eight nine ten)
- 2020-06-23 22:40:01下载
- 积分:1