A Serverless Gateway for the Execution of Open Machine Learning Models on AWS

Diana M. Naranjo, Sebastián Risco, Germán Moltó, and Ignacio Blanquer. A Serverless Gateway for the Execution of Open Machine Learning Models on AWS. In Gateways 2020, 2020.

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Abstract

Serverless computing has become a paradigm for the implementation and development of a wide range of applications based on events in the cloud. Today, with the rise of machine learning models and artificial intelligence applications, both cloud providers and large companies are focusing their efforts on offering these services to their customers. This article proposes a serverless computing platform to facilitate running tasks for inference using machine learning models on the AWS Cloud provider. The back-end grows elastically based on execution needs and features scale-to-zero features to minimize costs, while the front-end provides a simplified user experience to trigger the inference phase for machine learning models. The results demonstrate that the proposed solution constitutes a step forward on simplifying the Cloud-based execution of machine learning and artificial intelligence models.

BibTeX Entry

@inproceedings{Naranjo2020asg,
   abstract = {Serverless computing has become a paradigm for the implementation and development of a wide range of applications based on events in the cloud. Today, with the rise of machine learning models and artificial intelligence applications, both cloud providers and large companies are focusing their efforts on offering these services to their customers. This article proposes a serverless computing platform to facilitate running tasks for inference using machine learning models on the AWS Cloud provider. The back-end grows elastically based on execution needs and features scale-to-zero features to minimize costs, while the front-end provides a simplified user experience to trigger the inference phase for machine learning models. The results demonstrate that the proposed solution constitutes a step forward on simplifying the Cloud-based execution of machine learning and artificial intelligence models.},
   author = {Diana M. Naranjo and Sebastián Risco and Germán Moltó and Ignacio Blanquer},
   booktitle = {Gateways 2020},
   title = {A Serverless Gateway for the Execution of Open Machine Learning Models on AWS},
   url = {https://osf.io/3qjps/},
   year = {2020}
}