An Exploratory Study of Dataset and Model Management in Open Source Machine Learning Applications

Author:

Toma Tajkia Rahman1ORCID,Bezemer Cor-Paul1ORCID

Affiliation:

1. Electrical and Computer Engineering, University of Alberta, Edmonton, Alberta, Canada

Publisher

ACM

Reference29 articles.

1. Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, et al. 2016. TensorFlow: A System for Large-Scale Machine Learning. In 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI 16). USENIX Association, Savannah, GA, 265--283.

2. Software Engineering for Machine Learning: A Case Study

3. Software Engineering Challenges of Deep Learning

4. On the Co-evolution of ML Pipelines and Source Code - Empirical Study of DVC Projects

5. A Preliminary Investigation of MLOps Practices in GitHub

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