Sara Samine, M. Zemzami, N. Hmina, M. Lagache, S. Belhouideg
{"title":"迈向人工智能和机器学习在材料科学领域的应用","authors":"Sara Samine, M. Zemzami, N. Hmina, M. Lagache, S. Belhouideg","doi":"10.1109/ICOA55659.2022.9934559","DOIUrl":null,"url":null,"abstract":"Currently, the Artificial Intelligence (AI) and Machine Learning (ML) are used several engineering applications. They allow to reduce the human workload and to improve the quality of life. In addition, nearly every sector in the world intends to use artificial intelligence and machine learning. So, machine learning is a field of artificial intelligence that consists of programming a machine to learn to perform tasks by studying examples of these tasks. In other words, it consists of developing a model using an optimization algorithm to minimize the errors between the model and the data. The aim of this paper is to describe the role of artificial intelligence and machine learning and its current applications in material scientist field. The principle of deep learning and Convolutional Neural Networks (CNNs) and their use in image classification is explained.","PeriodicalId":345017,"journal":{"name":"2022 8th International Conference on Optimization and Applications (ICOA)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Towards the use of artificial intelligence and machine learning in material scientist field\",\"authors\":\"Sara Samine, M. Zemzami, N. Hmina, M. Lagache, S. Belhouideg\",\"doi\":\"10.1109/ICOA55659.2022.9934559\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Currently, the Artificial Intelligence (AI) and Machine Learning (ML) are used several engineering applications. They allow to reduce the human workload and to improve the quality of life. In addition, nearly every sector in the world intends to use artificial intelligence and machine learning. So, machine learning is a field of artificial intelligence that consists of programming a machine to learn to perform tasks by studying examples of these tasks. In other words, it consists of developing a model using an optimization algorithm to minimize the errors between the model and the data. The aim of this paper is to describe the role of artificial intelligence and machine learning and its current applications in material scientist field. The principle of deep learning and Convolutional Neural Networks (CNNs) and their use in image classification is explained.\",\"PeriodicalId\":345017,\"journal\":{\"name\":\"2022 8th International Conference on Optimization and Applications (ICOA)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-10-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 8th International Conference on Optimization and Applications (ICOA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICOA55659.2022.9934559\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 8th International Conference on Optimization and Applications (ICOA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICOA55659.2022.9934559","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Towards the use of artificial intelligence and machine learning in material scientist field
Currently, the Artificial Intelligence (AI) and Machine Learning (ML) are used several engineering applications. They allow to reduce the human workload and to improve the quality of life. In addition, nearly every sector in the world intends to use artificial intelligence and machine learning. So, machine learning is a field of artificial intelligence that consists of programming a machine to learn to perform tasks by studying examples of these tasks. In other words, it consists of developing a model using an optimization algorithm to minimize the errors between the model and the data. The aim of this paper is to describe the role of artificial intelligence and machine learning and its current applications in material scientist field. The principle of deep learning and Convolutional Neural Networks (CNNs) and their use in image classification is explained.