Serverless Data Science - Are We There Yet? A Case Study of Model Serving

Author:

Wu Yuncheng1,Dinh Tien Tuan Anh2,Hu Guoyu1,Zhang Meihui3,Chee Yeow Meng1,Ooi Beng Chin1

Affiliation:

1. National University of Singapore, Singapore, Singapore

2. Singapore University of Technology and Design, Singapore, Singapore

3. Beijing Institute of Technology, Beijing, China

Funder

National Natural Science Foundation of China

Singapore University of Technology and Design's startup grant

Singapore Ministry of Education Academic Research Fund Tier 3

Publisher

ACM

Reference58 articles.

1. [n.d.]. Regulation (eu) 2016/679 of the european parliament and of the council of 27 april 2016 on the protection of natural persons with regard to the processing of personal data and on the free movement of such data and repealing directive 95/46/ec (general data protection regulation). OJ 2016-04--27. ([n. d.]). [n.d.]. Regulation (eu) 2016/679 of the european parliament and of the council of 27 april 2016 on the protection of natural persons with regard to the processing of personal data and on the free movement of such data and repealing directive 95/46/ec (general data protection regulation). OJ 2016-04--27. ([n. d.]).

2. A. Ali , R. Pinciroli , F. Yan , and E. Smirni . 2020 . BATCH: Machine Learning Inference Serving on Serverless Platforms with Adaptive Batching. In SC. 972--986. A. Ali, R. Pinciroli, F. Yan, and E. Smirni. 2020. BATCH: Machine Learning Inference Serving on Serverless Platforms with Adaptive Batching. In SC. 972--986.

3. Amazon. 2021. Amazon Web Services. https://aws.amazon.com/. Amazon. 2021. Amazon Web Services. https://aws.amazon.com/.

4. AWS EC2. https://aws.amazon.com/ec2/;Accessed,2021

5. Amazon. 2021. AWS Lambda Quotas. https://docs.aws.amazon.com/lambda/latest/dg/gettingstarted-limits.html. Accessed: 2021--10. Amazon. 2021. AWS Lambda Quotas. https://docs.aws.amazon.com/lambda/latest/dg/gettingstarted-limits.html. Accessed: 2021--10.

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