{"title":"基于机器学习的英语写作系统设计","authors":"H. Zhao, Yingshu Yu","doi":"10.1109/AIAM54119.2021.00058","DOIUrl":null,"url":null,"abstract":"Recently, artificial intelligence and machine learning have developed rapidly, but their application in helping learners improve their English writing is very limited. The author designs a new English writing system based on machine learning to improve the level of English writing. In this article, the author introduces the background and development of deep learning, natural language processing and machine translation. Then the author introduces how to build the framework of recurrent neural network, obtain training related data and reliable results by selecting model of sequence to sequence, so as to enhance English writing ability. Finally, the author discusses both the advantages and limitations of selecting data and building models, as well as the direction of future research and improvement.","PeriodicalId":227320,"journal":{"name":"2021 3rd International Conference on Artificial Intelligence and Advanced Manufacture (AIAM)","volume":"119 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Design of English Writing System Based on Machine Learning\",\"authors\":\"H. Zhao, Yingshu Yu\",\"doi\":\"10.1109/AIAM54119.2021.00058\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Recently, artificial intelligence and machine learning have developed rapidly, but their application in helping learners improve their English writing is very limited. The author designs a new English writing system based on machine learning to improve the level of English writing. In this article, the author introduces the background and development of deep learning, natural language processing and machine translation. Then the author introduces how to build the framework of recurrent neural network, obtain training related data and reliable results by selecting model of sequence to sequence, so as to enhance English writing ability. Finally, the author discusses both the advantages and limitations of selecting data and building models, as well as the direction of future research and improvement.\",\"PeriodicalId\":227320,\"journal\":{\"name\":\"2021 3rd International Conference on Artificial Intelligence and Advanced Manufacture (AIAM)\",\"volume\":\"119 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 3rd International Conference on Artificial Intelligence and Advanced Manufacture (AIAM)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/AIAM54119.2021.00058\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 3rd International Conference on Artificial Intelligence and Advanced Manufacture (AIAM)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/AIAM54119.2021.00058","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Design of English Writing System Based on Machine Learning
Recently, artificial intelligence and machine learning have developed rapidly, but their application in helping learners improve their English writing is very limited. The author designs a new English writing system based on machine learning to improve the level of English writing. In this article, the author introduces the background and development of deep learning, natural language processing and machine translation. Then the author introduces how to build the framework of recurrent neural network, obtain training related data and reliable results by selecting model of sequence to sequence, so as to enhance English writing ability. Finally, the author discusses both the advantages and limitations of selecting data and building models, as well as the direction of future research and improvement.