{"title":"卷积神经网络的深度学习:从理论到实践","authors":"Kritika Pandey, Sanskruti Patel","doi":"10.1109/ICOEI56765.2023.10125854","DOIUrl":null,"url":null,"abstract":"In the changing era of AI, Deep Learning plays a vital role. It is basically a part of Machine Learning. The main attribute of Deep Learning is that its models works without any human intervention. As the new technologies taking place day by day Deep Learning models are used in several areas such as in Healthcare, Agriculture, Bioinformatics and so on. This study discusses about one of the deep learning model, namely CNN, its introduction, overview, building blocks of CNN, different architecture of CNN, applications in several Domain areas, issues and challenges where researchers used CNN model successfully.","PeriodicalId":168942,"journal":{"name":"2023 7th International Conference on Trends in Electronics and Informatics (ICOEI)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Deep Learning with Convolutional Neural Networks: from Theory to Practice\",\"authors\":\"Kritika Pandey, Sanskruti Patel\",\"doi\":\"10.1109/ICOEI56765.2023.10125854\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In the changing era of AI, Deep Learning plays a vital role. It is basically a part of Machine Learning. The main attribute of Deep Learning is that its models works without any human intervention. As the new technologies taking place day by day Deep Learning models are used in several areas such as in Healthcare, Agriculture, Bioinformatics and so on. This study discusses about one of the deep learning model, namely CNN, its introduction, overview, building blocks of CNN, different architecture of CNN, applications in several Domain areas, issues and challenges where researchers used CNN model successfully.\",\"PeriodicalId\":168942,\"journal\":{\"name\":\"2023 7th International Conference on Trends in Electronics and Informatics (ICOEI)\",\"volume\":\"9 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-04-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 7th International Conference on Trends in Electronics and Informatics (ICOEI)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICOEI56765.2023.10125854\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 7th International Conference on Trends in Electronics and Informatics (ICOEI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICOEI56765.2023.10125854","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Deep Learning with Convolutional Neural Networks: from Theory to Practice
In the changing era of AI, Deep Learning plays a vital role. It is basically a part of Machine Learning. The main attribute of Deep Learning is that its models works without any human intervention. As the new technologies taking place day by day Deep Learning models are used in several areas such as in Healthcare, Agriculture, Bioinformatics and so on. This study discusses about one of the deep learning model, namely CNN, its introduction, overview, building blocks of CNN, different architecture of CNN, applications in several Domain areas, issues and challenges where researchers used CNN model successfully.