Banca de DEFESA: JOSÉ LUCAS SANTOS RIBEIRO

Uma banca de DEFESA de MESTRADO foi cadastrada pelo programa.
STUDENT : JOSÉ LUCAS SANTOS RIBEIRO
DATE: 29/07/2020
TIME: 09:00
LOCAL: Sala no Google Meet
TITLE:

Microservice Based Architecture for Data Classification

KEY WORDS:

Distributed Systems, Services, Microservices, Architecture, Docker, Machine Learning, Deep Learning, Transfer Learning

PAGES: 65
BIG AREA: Ciências Exatas e da Terra
AREA: Ciência da Computação
SUBÁREA: Metodologia e Técnicas da Computação
SPECIALTY: Engenharia de Software
SUMMARY:

Smart solutions for data classification data that make use of Deep Learning are in a moment of ascension. The data analysis area is attracting more and more developers and researchers, but the solutions developed need to be modularized into well-defined components in order to be able to parallelize some stages and obtain a good performance in the execution stage. From this motivation, this work presents a generic architecture for data classification, named Machine Learning in Microservices Architecture (MLMA), that can be reproduced in a production environment. In addition, the use of the architecture is presented in a project that makes multi-label classification of images to recommend tourist attractions and validates the use of serverless to serve models of Machine Learning.

BANKING MEMBERS:
Presidente - 1678918 - NELIO ALESSANDRO AZEVEDO CACHO
Interno - 2316877 - EVERTON RANIELLY DE SOUSA CAVALCANTE
Externo ao Programa - 2510306 - FREDERICO ARAUJO DA SILVA LOPES
Externo à Instituição - CARLOS EDUARDO DA SILVA