自动化论文评分-使用LSTM：一种深度学习模型，可预测给定输入文章的分数-源码
自动化论文评分-使用LSTM
深度学习模型，可预测给定输入文章的分数。 数据集来自惠普基金会提供的Kaggle ASAP竞赛。
如果您要进行交互式演示，则mysite文件夹包含Django应用。
性能准确性由二次加权Kappa（QWK）计算，该度量用于衡量两个评估者之间的一致性。 六年前，这项竞赛的执行水平达到了0.82的QWK分数。 我的模型的QWK得分为0.961。 该模型体系结构由2个长期短期记忆（LSTM）层和一个密集输出层组成。 最后一层使用Relu激活功能。 QWK是通过使用5折交叉验证对数据集进行训练的模型计算得出的，并取所有5折的平均值。
文件下载
资源详情
[{"title":"（ 55 个子文件 34.95MB ） 自动化论文评分-使用LSTM：一种深度学习模型，可预测给定输入文章的分数-源码","children":[{"title":"Automated-Essay-Scoring-Using-LSTM-main","children":[{"title":"models","children":[{"title":"cnn_lstm_mot.cpython-36.pyc <span style='color:#111;'> 1.49KB </span>","children":null,"spread":false},{"title":"cnn_lstm_mot.py <span style='color:#111;'> 1.14KB </span>","children":null,"spread":false},{"title":"lstm.cpython-36.pyc <span style='color:#111;'> 1.24KB </span>","children":null,"spread":false},{"title":"lstm_mot.py <span style='color:#111;'> 1.07KB </span>","children":null,"spread":false},{"title":"cnn_lstm.py <span style='color:#111;'> 1.26KB </span>","children":null,"spread":false},{"title":"blstm.cpython-36.pyc <span style='color:#111;'> 1.08KB </span>","children":null,"spread":false},{"title":"blstm.py <span style='color:#111;'> 950B </span>","children":null,"spread":false},{"title":"__init__.cpython-36.pyc <span style='color:#111;'> 146B </span>","children":null,"spread":false},{"title":"cnn_lstm.cpython-36.pyc <span style='color:#111;'> 1.26KB </span>","children":null,"spread":false},{"title":"_DS_Store <span style='color:#111;'> 6.00KB </span>","children":null,"spread":false},{"title":"feed_forward.cpython-36.pyc <span style='color:#111;'> 1.10KB </span>","children":null,"spread":false},{"title":"lstm_mot.cpython-36.pyc <span style='color:#111;'> 1.44KB </span>","children":null,"spread":false},{"title":"feed_forward.py <span style='color:#111;'> 952B </span>","children":null,"spread":false},{"title":"lstm.py <span style='color:#111;'> 935B </span>","children":null,"spread":false}],"spread":false},{"title":"Essay_Set_Descriptions","children":[{"title":"Essay Set #4--ReadMeFirst.docx <span style='color:#111;'> 28.04KB </span>","children":null,"spread":false},{"title":"Guidelines for Transcribing Student Essays.docx <span style='color:#111;'> 18.11KB </span>","children":null,"spread":false},{"title":"Essay Set #5--ReadMeFirst.docx <span style='color:#111;'> 25.71KB </span>","children":null,"spread":false},{"title":"Essay Set #6--ReadMeFirst.docx <span style='color:#111;'> 27.41KB </span>","children":null,"spread":false},{"title":"Essay Set #1--ReadMeFirst.docx <span style='color:#111;'> 25.04KB </span>","children":null,"spread":false},{"title":"Essay Set #2--ReadMeFirst.docx <span style='color:#111;'> 29.29KB </span>","children":null,"spread":false},{"title":"Essay Set #7--ReadMeFirst.docx <span style='color:#111;'> 23.58KB </span>","children":null,"spread":false},{"title":"Essay Set #3--ReadMeFirst.docx <span style='color:#111;'> 29.18KB </span>","children":null,"spread":false},{"title":"Essay Set #8--ReadMeFirst.docx <span style='color:#111;'> 34.59KB </span>","children":null,"spread":false},{"title":"essay_set_descriptions.xlsx <span style='color:#111;'> 8.38KB </span>","children":null,"spread":false}],"spread":true},{"title":"mysite","children":[{"title":"0004_auto_20180812_1546.py <span style='color:#111;'> 612B </span>","children":null,"spread":false},{"title":"0007_auto_20180812_1555.py <span style='color:#111;'> 385B </span>","children":null,"spread":false},{"title":"apps.py <span style='color:#111;'> 87B </span>","children":null,"spread":false},{"title":"0006_essay_score.py <span style='color:#111;'> 378B </span>","children":null,"spread":false},{"title":"final_lstm.h5 <span style='color:#111;'> 6.24MB </span>","children":null,"spread":false},{"title":"db.sqlite3 <span style='color:#111;'> 408.00KB </span>","children":null,"spread":false},{"title":"word2vec.bin <span style='color:#111;'> 2.97MB </span>","children":null,"spread":false},{"title":"0003_auto_20180812_1543.py <span style='color:#111;'> 360B </span>","children":null,"spread":false},{"title":"admin.py <span style='color:#111;'> 154B </span>","children":null,"spread":false},{"title":"0001_initial.py <span style='color:#111;'> 1019B </span>","children":null,"spread":false},{"title":"0005_auto_20180812_1549.py <span style='color:#111;'> 554B </span>","children":null,"spread":false},{"title":"forms.py <span style='color:#111;'> 294B </span>","children":null,"spread":false},{"title":"0002_question_essayset.py <span style='color:#111;'> 422B </span>","children":null,"spread":false}],"spread":false},{"title":"word2vecmodel.bin.cpgz <span style='color:#111;'> 2.76MB </span>","children":null,"spread":false},{"title":"_DS_Store <span style='color:#111;'> 10.00KB </span>","children":null,"spread":false},{"title":"word2vecmodel.bin <span style='color:#111;'> 2.98MB </span>","children":null,"spread":false},{"title":"model_weights","children":[{"title":"final_lstm.h5 <span style='color:#111;'> 6.24MB </span>","children":null,"spread":false},{"title":"_DS_Store <span style='color:#111;'> 6.00KB </span>","children":null,"spread":false}],"spread":true},{"title":"Training LSTM Model.ipynb <span style='color:#111;'> 76.03KB </span>","children":null,"spread":false},{"title":"Training","children":[{"title":"valid_sample_submission_5_column.csv <span style='color:#111;'> 88.53KB </span>","children":null,"spread":false},{"title":"valid_set.tsv <span style='color:#111;'> 5.05MB </span>","children":null,"spread":false},{"title":"valid_sample_submission_2_column.csv <span style='color:#111;'> 41.40KB </span>","children":null,"spread":false},{"title":"valid_sample_submission_1_column_no_header.csv <span style='color:#111;'> 14.89KB </span>","children":null,"spread":false},{"title":"training_set_rel3.xlsx <span style='color:#111;'> 6.39MB </span>","children":null,"spread":false},{"title":"valid_sample_submission_1_column.csv <span style='color:#111;'> 14.91KB </span>","children":null,"spread":false},{"title":"valid_set.xlsx <span style='color:#111;'> 2.06MB </span>","children":null,"spread":false},{"title":"valid_set.xls <span style='color:#111;'> 6.12MB </span>","children":null,"spread":false},{"title":"training_set_rel3.xls <span style='color:#111;'> 19.03MB </span>","children":null,"spread":false}],"spread":true},{"title":"README.md <span style='color:#111;'> 815B </span>","children":null,"spread":false},{"title":"DSAutomated-Essay--Scoring.textClipping <span style='color:#111;'> 271B </span>","children":null,"spread":false},{"title":"Working_video of AES.mp4 <span style='color:#111;'> 1.40MB </span>","children":null,"spread":false}],"spread":false}],"spread":true}]
评论信息
其他资源
- B-66284EN_FANUC PICTURE操作_中文_v04_01.pdf
- H3CSE全套思维导图
- O2S.Components.PDFRender4NET.dll 4.5.1无水印
- GDAL入门教程（偏向使用文档）
- 算法设计技巧与分析【沙特】答案
- 三角模糊层次分析法
- python实现天气查询，还添加了界面，可直接运行和打包
- K-mean聚类、LVQ聚类和混合高斯聚类的测试类matlab程序
- GX Works2中文帮助（7本解压到安装目录替换）
- Oracle控件ODAC的下载安装及使用
- wincc常用C脚本 完整整理
- Rational统一建模过程的十大要素
- 开发自主机器人社交技术软件的多代理组织方法
- xc8_v1.41破解文件
- hm1199.exe
- FCKeditor_v2.6.8.zip
- 41.深度解密四十一：网络营销推广之各种“营销软件”原理及运用.pdf
- 2006-EACL-Using Encyclopedic Knowledge for Named entity Disambiguation.pdf
- e语言-易语言生成验证码模块和演示源码
- 第三代CE内存搜索器（不非法）
- qt c++ 高并发服务器 源码
- 安卓蓝牙串口源代码
- LCD显示密码锁
- 智能农业控制系统
免责申明
【只为小站】的资源来自网友分享，仅供学习研究，请务必在下载后24小时内给予删除，不得用于其他任何用途，否则后果自负。基于互联网的特殊性，【只为小站】 无法对用户传输的作品、信息、内容的权属或合法性、合规性、真实性、科学性、完整权、有效性等进行实质审查；无论 【只为小站】 经营者是否已进行审查，用户均应自行承担因其传输的作品、信息、内容而可能或已经产生的侵权或权属纠纷等法律责任。
本站所有资源不代表本站的观点或立场，基于网友分享，根据中国法律《信息网络传播权保护条例》第二十二条之规定，若资源存在侵权或相关问题请联系本站客服人员，zhiweidada#qq.com，请把#换成@，本站将给予最大的支持与配合，做到及时反馈和处理。关于更多版权及免责申明参见 版权及免责申明
本站所有资源不代表本站的观点或立场，基于网友分享，根据中国法律《信息网络传播权保护条例》第二十二条之规定，若资源存在侵权或相关问题请联系本站客服人员，zhiweidada#qq.com，请把#换成@，本站将给予最大的支持与配合，做到及时反馈和处理。关于更多版权及免责申明参见 版权及免责申明