通过实践在线学习经验培养专业技术技能和理解

Julia S. Mullen, Lauren Milechin, A. Reuther
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引用次数: 2

摘要

终身学习对所有职业都是必要的,因为在职业生涯中,成功所需的技术、工具和技能会不断扩展和变化。科学、技术、工程和数学(STEM)领域的专业人员面临着特殊的挑战,因为新的多学科方法,如机器学习和人工智能,正在成熟地取代本科或研究生课程中所学的知识。传统上,行业、专业协会和大学课程提供了专业发展。虽然这些提供了加深对STEM专业的理解并跟上新技术的机会,但正式课程和研讨会的限制排除了即时掌握学习的可能性,特别是对于新领域。麻省理工学院林肯实验室超级计算中心(LLSC)和麻省理工学院超级云团队开发了专门设计的在线课程,为成人学习者提供了一种基于他们当前需求、问题和时间表建立自己的教育路径的方法。为了满足成人学习者的需求,课程被制定为一系列的挑战和策略。从这个角度来看,课程将有针对性的理论与实践相结合。本文的重点是精通,即时MOOC课程的设计,解决动手学习要求的全部空间,从数字到模拟。本文围绕专业技术教育课程项目性练习的设计进行了探讨。案例研究突出了课程中的例子,这些课程包含了从构建用于真实世界数据收集和处理的小型雷达到开发高性能计算应用程序的实践。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cultivating professional technical skills and understanding through hands-on online learning experiences
Life-long learning is necessary for all professions because the technologies, tools and skills required for success over the course of a career expand and change. Professionals in science, technology, engineering and mathematics (STEM) fields face particular challenges as new multi-disciplinary methods, e.g. Machine Learning and Artificial Intelligence, mature to replace those learned in undergraduate or graduate programs. Traditionally, industry, professional societies and university programs have provided professional development. While these provide opportunities to develop deeper understanding in STEM specialties and stay current with new techniques, the constraints on formal classes and workshops preclude the possibility of Just-In-Time Mastery Learning, particularly for new domains.The MIT Lincoln Laboratory Supercomputing Center (LLSC) and MIT Supercloud teams have developed online course offerings specifically designed to provide a way for adult learners to build their own educational path based on their immediate needs, problems and schedules. To satisfy adult learners, the courses are formulated as a series of challenges and strategies. Using this perspective, the courses incorporate targeted theory supported by hands-on practice. The focus of this paper is the design of Mastery, Just-in-Time MOOC courses that address the full space of hands-on learning requirements, from digital to analog. The discussion centers on the design of project-based exercises for professional technical education courses. The case studies highlight examples from courses that incorporate practice ranging from the construction of a small radar used for real world data collection and processing to the development of high performance computing applications.
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