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
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
  • [1] Project-based learning in the training of future philologists
    Zinchenko, Viktoriia
    Udovychenko, Larysa
    Maksymenko, Anatolii
    Gevorgian, Karina
    Nesterenko, Tetiana
    Honcharuk, Valentyna
    REVISTA DE LA UNIVERSIDAD DEL ZULIA, 2021, 12 (35): : 134 - 147
  • [2] Project-based Learning with International Collaboration for Training Biomedical Engineers
    Krishnan, Shankar
    2011 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2011, : 6518 - 6521
  • [3] Educating Future Structural Engineers through Project-Based Learning
    McMullin, Kurt M.
    STRUCTURES CONGRESS 2017: BUSINESS, PROFESSIONAL PRACTICE, EDUCATION, RESEARCH, AND DISASTER MANAGEMENT, 2017, : 47 - 53
  • [4] Teaching MLOps in Higher Education through Project-Based Learning
    Lanubile, Filippo
    Martinez-Fernandez, Silverio
    Quaranta, Luigi
    2023 IEEE/ACM 45TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING-SOFTWARE ENGINEERING EDUCATION AND TRAINING, ICSE-SEET, 2023, : 95 - 100
  • [5] The role of project-based learning in the training of future officers
    Kozyar, Mykhaylo
    Dziuba, Petro
    Tyurina, Valentyna
    Miroshnichenko, Valentina
    Romanyshyna, Liudmyla
    EDUWEB-REVISTA DE TECNOLOGIA DE INFORMACION Y COMUNICACION EN EDUCACION, 2023, 17 (04): : 213 - 224
  • [6] The role of project-based learning in the training of future officers
    Kozyar, Mykhaylo
    Dziuba, Petro
    Tyurina, Valentyna
    Miroshnichenko, Valentina
    Romanyshyna, Liudmyla
    REVISTA EDAPECI-EDUCACAO A DISTANCIA E PRATICAS EDUCATIVAS COMUNICACIONAIS E INTERCULTURAIS, 2024, 24 (01): : 185 - 196
  • [7] Contextualized project-based learning for training chemical engineers in graphic expression
    Hernaiz-Perez, Maria
    Alvarez-Hornos, Javier
    Badia, Jose David
    Gimenez, Juan Bautista
    Robles, Angel
    Ruano, Victoria
    San-Valero, Pau
    EDUCATION FOR CHEMICAL ENGINEERS, 2021, 34 : 57 - 67
  • [8] Implementing CDIO project-based learning in training of Heat and Power engineers
    Boiko, E. A.
    Shishmarev, P. V.
    Karabarin, D. I.
    Yanov, S. R.
    Pikalova, A. A.
    INTERNATIONAL CONFERENCE PROBLEMS OF THERMAL PHYSICS AND POWER ENGINEERING (PTPPE-2017), 2017, 891
  • [9] ORGANIZATION OF FUTURE ENGINEERS' PROJECT-BASED LEARNING WHEN STUDYING THE PROJECT MANAGEMENT METHODOLOGY
    Lutsenko, Halyna V.
    Bevz, Vitalii P.
    INFORMATION TECHNOLOGIES AND LEARNING TOOLS, 2015, 45 (01) : 123 - 133
  • [10] Project-based learning in an Eigogaku course
    Richards, Paul
    PEDAGOGICAL LINGUISTICS, 2024, 5 (02): : 189 - 214