Training Future Machine Learning Engineers: A Project-Based Course on MLOps

被引：2
|
作者：
Lanubile, Filippo [1 ,2 ]
Martinez-Fernandez, Silverio [3 ]
Quaranta, Luigi [2 ]
机构：
[1] Univ Bari, Dept Informat, I-70125 Bari, Italy
[2] Univ Bari, Collaborat Dev Res Grp, I-70125 Bari, Italy
[3] Univ Politecn Catalunya BarcelonaTech, Barcelona 08034, Spain
来源：
IEEE SOFTWARE | 2024年 / 41卷 / 02期
关键词：
Codes; Reproducibility of results; Pipelines; Surveys; Data science; Training; Software engineering;
D O I：
10.1109/MS.2023.3310768
中图分类号：
TP31 [计算机软件];
学科分类号：
081202 ; 0835 ;
摘要：
In this paper, we present an overview of a project-based course on MLOps by showcasing a couple of sample projects developed by our students. Additionally, we share the lessons learned from offering the course at two different institutions.
引用
收藏
页码：60 / 67
页数：8
相关论文
共 50 条
  • [41] Project-based Learning in a Probabilistic Analysis Course in the CS Curriculum
    Hosny, Abdelrahman
    Gokhale, Swapna
    PROCEEDINGS OF THE 2017 7TH IEEE INTEGRATED STEM EDUCATION CONFERENCE (ISEC), 2017, : 24 - 29
  • [42] Implementing consecutive project-based learning in an antenna and propagation course
    Aydin, Elif
    Kalayci, Elif
    INTERNATIONAL JOURNAL OF ELECTRICAL ENGINEERING EDUCATION, 2016, 53 (01) : 87 - 96
  • [43] A pilot course with project-based learning in an intensive English program
    Ennis, Michael Joseph
    Barchi, Kim Anne
    Astigarraga, Alfonso Merello
    Wimhurst, Andrew
    LANGUAGE LEARNING IN HIGHER EDUCATION, 2022, 12 (01) : 57 - 85
  • [44] Highway design software as support of a project-based learning course
    Castro, Maria
    COMPUTER APPLICATIONS IN ENGINEERING EDUCATION, 2012, 20 (03) : 468 - 473
  • [45] The Use of the Project-Based Learning in the Study of the Course of Mathematical Analysis
    Rozhkova, Svetlana Vladimirovna
    Ustinova, Irina Georgievna
    Yanuschik, Olga Vitalievich
    Korytov, Igor Vladimirovna
    IMPACT OF THE 4TH INDUSTRIAL REVOLUTION ON ENGINEERING EDUCATION, ICL2019, VOL 1, 2020, 1134 : 871 - 879
  • [46] "Deep approaches to learning" in a project-based nanofabrication graduate course
    Tang, Mary
    Kommera, Swaroop
    Raghuram, Usha
    Rincon, Michelle
    Xu, Xiaoqing
    Fan, Jonathan
    Howe, Roger T.
    JOURNAL OF THE SOCIETY FOR INFORMATION DISPLAY, 2023, 31 (02) : 86 - 94
  • [47] Application of Project-Based Learning in Analog Electronic Technology Course
    Fang, Jian
    Zhao, Shengying
    Shang, Lina
    Zhou, Xuanchang
    Zhang, Cui
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON EDUCATION INNOVATION AND SOCIAL SCIENCE (ICEISS 2017), 2017, 157 : 130 - 133
  • [48] Implementing the Project-Based Learning Approach in an Academic Engineering Course
    Moti Frank
    Ilana Lavy
    David Elata
    International Journal of Technology and Design Education, 2003, 13 : 273 - 288
  • [49] Project-Based Learning and Evaluation in an Online Digital Design Course
    Skliarova, Iouliia
    ELECTRONICS, 2021, 10 (06) : 1 - 17
  • [50] Sustainable Consumption graduate course: a project-based approach to learning
    Seidel, Miriam
    FOOD CULTURE & SOCIETY, 2020, 23 (01) : 86 - 92
12345