使用机器学习优化的点对点学习平台
Peer to Peer Learning Platform Optimized With Machine Learning
摘要:
HELM Learning(Helping Everyone Learn More)是第一个在线点对点学习平台,允许学生(通常是初中到高中学生)免费授课,学生(通常是小学到初中学生)免费从课堂上学习。这种班级结构的方法(对等学习)已被证明是有效的学习,因为它促进了团队精神和协作,并使主动学习成为可能。HELM是一个独特的平台,因为它为学生提供了一个简单的过程,在结构化的对等环境中创建,教授和学习主题。自HELM于2020年4月创建以来,它已经在全球4大洲获得了超过4000名学生和80名教师的注册。HELM已经从一个简单的网站和Google表单平台发展成为一个使用Python、SQL、JavaScript和HTML编码的后端系统,托管在AWS服务上。这不仅让学生更容易报名(因为学生的信息保存在SQL数据库中,这意味着他们可以注册课程,而不必再次输入他们的信息,以及获得有关他们课程的自动电子邮件),而且也使教师更容易教学(因为自动完成诸如创建缩放链接、课堂记录文件夹、向学生发送电子邮件等补充过程)。此外,HELM有一个推荐机器学习算法,它根据学生以前上过的课,推荐学生喜欢上的课和科目。这为学生注册他们感兴趣的课程创造了更轻松的体验。
英文摘要:
HELM Learning (Helping Everyone Learn More) is the first online peer-to-peer learning platform which allows students (typically middle-to-high school students) to teach classes and students (typically elementary-to-middle school students) to learn from classes for free. This method of class structure (peer-to-peer learning) has been proven effective for learning, as it promotes teamwork and collaboration, and enables active learning. HELM is a unique platform as it provides an easy process for students to create, teach and learn topics in a structured, peer-to-peer environment. Since HELM was created in April 2020, it has gotten over 4000 student sign ups and 80 teachers, in 4 continents around the world. HELM has grown from a simple website-and-Google-Form platform to having a backend system coded with Python, SQL, JavaScript and HTML, hosted on an AWS service. This not only makes it easier for students to sign up (as the students' information is saved in an SQL database, meaning they can sign up for classes without having to put in their information again, as well as getting automated emails about their classes), but also makes it easier for teachers to teach (as supplemental processes such as creating Zoom links, class recording folders, sending emails to students, etc. are done automatically). In addition, HELM has a recommendation machine learning algorithm which suggests classes and subjects students would enjoy taking, based on the previous classes a student has taken. This has created an easier experience for students to sign up for classes they are interested in.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。