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Introdução a machine learning e redes neurais

Authors: Rafael Divino Ferreira Feitosa; Danilo Turkievicz dos Santos; Rafael Teixeira Sousa,;

Introdução a machine learning e redes neurais

Abstract

Este livro introduz os conceitos fundamentais de machine learning, ensina a construir modelos, desde a coleta e o processamento de dados até a aplicação prática em problemas reais. Apresenta uma visão geral do aprendizado de máquina, explorando suas principais etapas e diferenciando-o de outras áreas da inteligência artificial. Aprofunda em técnicas de reconhecimento de padrões, essenciais para desenvolver modelos precisos. Aborda os diferentes tipos de aprendizado de máquina e explora o espaço de características, discutindo como selecionar e transformar dados para otimizar o desempenho dos modelos. Explora técnicas avançadas, como funções discriminantes e as aplicações práticas de regressão e classificação, além de uma introdução às redes neurais. Esta publicação oferece a oportunidade de aprender sobre arquiteturas neurais modernas, compreender seus princípios e ver como aplicá-las em problemas que ilustram o potencial dessas tecnologias.

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Powered by OpenAIRE graph
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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