Dario Avalle
Machine Learning Model Online Deployment in Azure.
Rel. Paolo Garza. Politecnico di Torino, Corso di laurea magistrale in Data Science And Engineering, 2024
Abstract
Conducted during a six-month internship at Amadeus IT Group, a leader in the travel economy, this thesis explores the deployment of machine learning models in cloud environments, specifically Microsoft Azure. It addresses challenges in serialization and analyzes different formats, including PMML, ONNX, and MLflow, comparing their key strengths and limitations. It also proposes solutions for deploying models as cloud microservices, highlighting potential improvements in flexibility and efficiency compared to an in-house backend deployment.
Relatori
Anno Accademico
Tipo di pubblicazione
Numero di pagine
Informazioni aggiuntive
Corso di laurea
Classe di laurea
Ente in cotutela
Aziende collaboratrici
URI
![]() |
Modifica (riservato agli operatori) |
