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The topics of Artificial intelligence (AI) and especially Machine Learning (ML) are increasingly making their way into educational curricula. To facilitate the access for students, a variety of platforms, visual tools, and digital games are…

计算机与社会 · 计算机科学 2024-11-11 Hendrik Krone , Pierre Haritz , Thomas Liebig

Machine Learning (ML) is becoming more prevalent in the systems we use daily. Yet designers of these systems are under-equipped to design with these technologies. Recently, interactive visualizations have been used to present ML concepts to…

人机交互 · 计算机科学 2020-09-15 Chelsea M. Myers , Jiachi Xie , Jichen Zhu

Over the past decades, numerous practical applications of machine learning techniques have shown the potential of data-driven approaches in a large number of computing fields. Machine learning is increasingly included in computing curricula…

计算机与社会 · 计算机科学 2022-08-04 Matti Tedre , Tapani Toivonen , Juho Kahila , Henriikka Vartiainen , Teemu Valtonen , Ilkka Jormanainen , Arnold Pears

In this conceptual paper, we review existing literature on artificial intelligence/machine learning (AI/ML) education to identify three approaches to how learning and teaching ML could be conceptualized. One of them, a data-driven approach,…

计算机与社会 · 计算机科学 2024-09-04 Luis Morales-Navarro , Yasmin B. Kafai

Iteratively building and testing machine learning models can help children develop creativity, flexibility, and comfort with machine learning and artificial intelligence. We explore how children use machine teaching interfaces with a team…

机器学习 · 计算机科学 2021-09-29 Utkarsh Dwivedi , Jaina Gandhi , Raj Parikh , Merijke Coenraad , Elizabeth Bonsignore , Hernisa Kacorri

Objective This study investigates what kind of conceptions primary school students have about ML if they are not conceptually "primed" with the idea that in ML, humans teach computers. Method Qualitative survey responses from 197 Finnish…

计算机与社会 · 计算机科学 2024-02-16 Pekka Mertala , Janne Fagerlund , Jukka Lehtoranta , Emilia Mattila , Tiina Korhonen

As the shortage of skilled workers continues to be a pressing issue, exacerbated by demographic change, it is becoming a critical challenge for organizations to preserve the knowledge of retiring experts and to pass it on to novices. While…

人机交互 · 计算机科学 2023-05-16 Philipp Spitzer , Niklas Kühl , Daniel Heinz , Gerhard Satzger

Quantum Computing (QC) is often challenging for beginners due to its abstract concepts and mathematical foundations. This paper explores the use of gamification to support the learning of introductory QC concepts. To investigate this,…

计算机与社会 · 计算机科学 2026-04-28 Bella Hill , Miguel Morales-Trujillo

Playing video games requires perception, memory, and planning, exactly the faculties modern large language model (LLM) agents are expected to master. We study the major challenges in using popular video games to evaluate modern LLMs and…

人工智能 · 计算机科学 2025-06-04 Lanxiang Hu , Mingjia Huo , Yuxuan Zhang , Haoyang Yu , Eric P. Xing , Ion Stoica , Tajana Rosing , Haojian Jin , Hao Zhang

Despite recent calls for including artificial intelligence (AI) literacy in K-12 education, not enough attention has been paid to studying youths' everyday knowledge about machine learning (ML). Most research has examined how youths…

计算机与社会 · 计算机科学 2024-04-02 Luis Morales-Navarro , Yasmin B. Kafai

Machine learning (ML) is about computational methods that enable machines to learn concepts from experience. In handling a wide variety of experience ranging from data instances, knowledge, constraints, to rewards, adversaries, and lifelong…

机器学习 · 计算机科学 2023-01-11 Zhiting Hu , Eric P. Xing

Machine Learning (ML) techniques are encountered nowadays across disciplines, from social sciences, through natural sciences to engineering. The broad application of ML and the accelerated pace of its evolution lead to an increasing need…

There is a nationwide drive to get more girls into physics and coding, and some educators believe gaming could be a way to get girls interested in coding and STEM topics. This project, sponsored by NSF, is to create a QCD game that will…

物理教育 · 物理学 2019-03-20 Tristan Özkan , Huey-Wen Lin

When mathematical modelling is applied to capture a complex system, multiple models are often created that characterize different aspects of that system. Often, a model at one level will produce a prediction which is contradictory at…

计算机与社会 · 计算机科学 2022-05-19 Abeba Birhane , David J. T. Sumpter

Attitudes about artificial intelligence and machine learning are recent victims of endemic misunderstanding; given our increasing reliance on these technologies, the need for widespread understanding and confidence in their use is…

图形学 · 计算机科学 2026-05-04 Bokang Wang , Yingxuan Liao , Leah Lee , Jack Wesson , Anlan Yang , Ruizi Wang , Yigang Wen

This chapter focuses on the transformative role of Artificial Intelligence (AI) and Machine Learning (ML) in science assessments. The paper begins with a discussion of the Framework for K-12 Science Education, which calls for a shift from…

物理教育 · 物理学 2024-05-14 Xiaoming Zhai

Machine learning (ML) techniques are increasingly prevalent in education, from their use in predicting student dropout, to assisting in university admissions, and facilitating the rise of MOOCs. Given the rapid growth of these novel uses,…

人工智能 · 计算机科学 2022-09-09 Lydia T. Liu , Serena Wang , Tolani Britton , Rediet Abebe

Teaching complex machine learning concepts such as reinforcement learning and Markov Decision Processes remains challenging in engineering education. Students often struggle to connect abstract mathematics to real-world applications. We…

人机交互 · 计算机科学 2025-10-28 Mohd Ruhul Ameen , Akif Islam , Abu Saleh Musa Miah , M. Saifuzzaman Rafat , Jungpil Shin

Machine Learning (ML) has been widely applied across numerous domains due to its ability to automatically identify informative patterns from data for various tasks. The availability of large-scale data and advanced computational power…

Quantum machine learning (QML) is a computational paradigm that seeks to apply quantum-mechanical resources to solve learning problems. As such, the goal of this framework is to leverage quantum processors to tackle optimization,…

量子物理 · 物理学 2025-11-21 Su Yeon Chang , M. Cerezo
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