I. T. Sanusi, I. Jormanainen, S. Oyelere, Vaishali Mahipal, F. Martin
{"title":"在全国科学博览会上向青少年学习者推广机器学习概念","authors":"I. T. Sanusi, I. Jormanainen, S. Oyelere, Vaishali Mahipal, F. Martin","doi":"10.1145/3564721.3565961","DOIUrl":null,"url":null,"abstract":"There is a growing number of initiatives for teaching artificial intelligence or machine learning in the compulsory levels of education. However, more research and development is required to understand technological and pedagogical aspects of AI teaching especially in K-12 level. In the context of a two day workshop in a science festival, we introduced the concept of Convolution neural network (CNN) and examined how children learn about the way CNN performs image recognition. The concept was presented through hands-on practice with DoodleIt, a simple app for introducing the fundamental ideas behind CNN.","PeriodicalId":149708,"journal":{"name":"Proceedings of the 22nd Koli Calling International Conference on Computing Education Research","volume":"20 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Promoting Machine Learning Concept to Young Learners in a National Science Fair\",\"authors\":\"I. T. Sanusi, I. Jormanainen, S. Oyelere, Vaishali Mahipal, F. Martin\",\"doi\":\"10.1145/3564721.3565961\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"There is a growing number of initiatives for teaching artificial intelligence or machine learning in the compulsory levels of education. However, more research and development is required to understand technological and pedagogical aspects of AI teaching especially in K-12 level. In the context of a two day workshop in a science festival, we introduced the concept of Convolution neural network (CNN) and examined how children learn about the way CNN performs image recognition. The concept was presented through hands-on practice with DoodleIt, a simple app for introducing the fundamental ideas behind CNN.\",\"PeriodicalId\":149708,\"journal\":{\"name\":\"Proceedings of the 22nd Koli Calling International Conference on Computing Education Research\",\"volume\":\"20 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-11-17\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 22nd Koli Calling International Conference on Computing Education Research\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3564721.3565961\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 22nd Koli Calling International Conference on Computing Education Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3564721.3565961","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Promoting Machine Learning Concept to Young Learners in a National Science Fair
There is a growing number of initiatives for teaching artificial intelligence or machine learning in the compulsory levels of education. However, more research and development is required to understand technological and pedagogical aspects of AI teaching especially in K-12 level. In the context of a two day workshop in a science festival, we introduced the concept of Convolution neural network (CNN) and examined how children learn about the way CNN performs image recognition. The concept was presented through hands-on practice with DoodleIt, a simple app for introducing the fundamental ideas behind CNN.