LiveDataLab: A Cloud-Based Platform to Facilitate Hands-on Data Science Education at Scale

被引：2

作者：

Green, Aaron ^{[1
]}

Zhai, ChengXiang ^{[1
]}

机构：

[1] Univ Illinois, Champaign, IL 61820 USA

来源：

L@S '19: PROCEEDINGS OF THE SIXTH (2019) ACM CONFERENCE ON LEARNING @ SCALE | 2019年

关键词：

data science education; cloud computing; virtual lab;

D O I：

10.1145/3330430.3333665

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

We present LiveDataLab, a novel general cloud-based platform that facilitates data science education at scale by enabling instructors to offer hands-on data science assignments using large real-world datasets. Using real course assignments as examples, our demonstration will walk attendees through the process of an instructor deploying an assignment, students working on and submitting assignments, and leaderboard-based competition and automated grading to demonstrate the major functions and benefits of LiveDataLab.

引用

页数：2

共 50 条

[1] CLaDS: A Cloud-Based VirtualLab for the Delivery of Scalable Hands-On Assignments for Practical Data Science Education
Geigle, Chase
Lourentzou, Ismini
Sundaram, Hari
Zhai, ChengXiang
[J]. ITICSE'18: PROCEEDINGS OF THE 23RD ANNUAL ACM CONFERENCE ON INNOVATION AND TECHNOLOGY IN COMPUTER SCIENCE EDUCATION, 2018, : 176 - 181
[2] Cloud-based Platform to facilitate Access to Manufacturing IT
Stock, Daniel
Stoehr, Matthias
Rauschecker, Ursula
Bauernhansl, Thomas
[J]. 8TH INTERNATIONAL CONFERENCE ON DIGITAL ENTERPRISE TECHNOLOGY - DET 2014 DISRUPTIVE INNOVATION IN MANUFACTURING ENGINEERING TOWARDS THE 4TH INDUSTRIAL REVOLUTION, 2014, 25 : 320 - 328
[3] Designing and Implementing Cloud-Based Digital Forensics Hands-on Labs
Simmons, Michael
Chi, Hongmei
[J]. PROCEEDINGS OF THE 2012 INFORMATION SECURITY CURRICULUM DEVELOPMENT CONFERENCE (INFOSEC CD '12), 2012, : 69 - 74
[4] Hands-on: Science education reform
Vesilind, EM
Jones, MG
[J]. JOURNAL OF TEACHER EDUCATION, 1996, 47 (05) : 375 - 383
[5] Personalized Learning in a Virtual Hands-on Lab Platform for Computer Science Education
Deng, Yuli
Lu, Duo
Chung, Chun-Jen
Huang, Dijiang
Zeng, Zhen
[J]. 2018 IEEE FRONTIERS IN EDUCATION CONFERENCE (FIE), 2018,
[6] Hands-On Data Science for Librarians
Mala, Firdous Ahmad
Majeed, Snowbar
[J]. TECHNOMETRICS, 2024, 66 (02) : 314 - 315
[7] Data-as-a-Service: A Cloud-Based Federated Platform to Facilitate Discovery of Private Sector Datasets
Zhuang, Haojie
Lee, Hing Yan
[J]. 2015 INTERNATIONAL CONFERENCE ON CLOUD COMPUTING RESEARCH AND INNOVATION (ICCCRI), 2015, : 9 - 14
[8] DEVELOPING A CLOUD-BASED ONLINE GEOSPATIAL INFORMATION SHARING AND GEOPROCESSING PLATFORM TO FACILITATE COLLABORATIVE EDUCATION AND RESEARCH
Yang, Z. L.
Cao, J.
Hu, K.
Gui, Z. P.
Wu, H. Y.
You, L.
[J]. XXIII ISPRS CONGRESS, COMMISSION VI, 2016, 41 (B6): : 3 - 7
[9] A cloud-based experiment platform for computer-based education
Liu, Yu
Li, Bo
Niu, Jianwei
Cao, Qinghua
[J]. 2014 IEEE/ACM 7TH INTERNATIONAL CONFERENCE ON UTILITY AND CLOUD COMPUTING (UCC), 2014, : 626 - 629
[10] Cloud-Based Processing on Data Science for Visualization
Ashari, Ahmad
Tjoa, A. Min
Riasetiawan, Mardhani
[J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2016, 7 (02) : 449 - 454

← 1 2 3 4 5 →