Banca de DEFESA: JOSE EDSON MORENO JUNIOR

Uma banca de DEFESA de MESTRADO foi cadastrada pelo programa.
DISCENTE : JOSE EDSON MORENO JUNIOR
DATA : 07/08/2020
HORA: 14:00
LOCAL: Por participação remota
TÍTULO:

Comparative analysis of machine learning techniques implemented in low cost hardware.

PÁGINAS: 123
GRANDE ÁREA: Engenharias
ÁREA: Engenharia Elétrica
SUBÁREA: Eletrônica Industrial, Sistemas e Controles Eletrônicos
ESPECIALIDADE: Controle de Processos Eletrônicos, Retroalimentação
RESUMO:

Due to the ease of access to high performance hardwares there has been an exponential growth in the use of algorithms and machine learning techniques in recent years. In parallel to this, Internet access has popularized and the proof of this is that we are surrounded by smart devices such as televisions, cell phones, personal assistants and other portable devices, such as watches, for example. In addition, several low-cost industrial equipment with simple hardware for specific applications, such as environmental monitoring devices, remote controls, and cameras, start to be equipped with Internet access, which allows the use of machine learning algorithms, running in an external server or cluster (in the cloud), to analyze the obtained data . With this scenario, it is useful to know what are the restrictions for running machine learning algorithms on low-cost hardware, as well as the respective performances. This is necessary as it is not always possible to process the data collected by these devices in equipments with greater processing power. Hence, in this work an evaluation of some machine learning algorithms implemented on a set of commonly used low-cost hardware is done, trying to determine the needs of these algorithms with respect to memory requirements and making comparative analysis of the use of each algorithm within each hardware.

MEMBROS DA BANCA:
Presidente - Interno ao Programa - 1761105 - MURILO BELLEZONI LOIOLA
Membro Titular - Examinador(a) Interno ao Programa - 1964056 - JOAO HENRIQUE RANHEL RIBEIRO
Membro Titular - Examinador(a) Externo à Instituição - RAFAEL FERRARI - UNICAMP
Membro Suplente - Examinador(a) Interno ao Programa - 2090028 - FILIPE IEDA FAZANARO
Membro Suplente - Examinador(a) Externo à Instituição - LEVY BOCCATO - UNICAMP