Estudio comparativo de herramientas de procesamiento de Lenguaje Natural Open Source y Software propietario para el desarrollo de aplicaciones basadas en inteligencia artificial.

The goal of this comparative study is to identify the main Open-Source and Proprietary Natural Language Processing (NLP) tools and to analyze one Open-Source NLP tool and one Proprietary tool in terms of their functionality, efficiency, price, and ease of implementation for the development of artifi...

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Autor principal: Angamarca Peña, Klever Eduardo (author)
Formato: bachelorThesis
Publicado em: 2023
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Acesso em linha:http://dspace.utb.edu.ec/handle/49000/15028
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author Angamarca Peña, Klever Eduardo
author_facet Angamarca Peña, Klever Eduardo
author_role author
collection Repositorio Universidad Técnica de Babahoyo
dc.contributor.none.fl_str_mv Cevallos Monar, Carlos Alfredo
dc.creator.none.fl_str_mv Angamarca Peña, Klever Eduardo
dc.date.none.fl_str_mv 2023-11-06T19:36:52Z
2023-11-06T19:36:52Z
2023
dc.format.none.fl_str_mv 34 p.
application/pdf
dc.identifier.none.fl_str_mv http://dspace.utb.edu.ec/handle/49000/15028
dc.language.none.fl_str_mv es
dc.publisher.none.fl_str_mv Babahoyo: UTB-FAFI. 2023
dc.rights.none.fl_str_mv Atribución-NoComercial-SinDerivadas 3.0 Ecuador
http://creativecommons.org/licenses/by-nc-nd/3.0/ec/
info:eu-repo/semantics/openAccess
dc.source.none.fl_str_mv reponame:Repositorio Universidad Técnica de Babahoyo
instname:Universidad Técnica de Babahoyo
instacron:UTB
dc.subject.none.fl_str_mv NLP
Spacy
Open Source
Google API
Google Cloud
AI
dc.title.none.fl_str_mv Estudio comparativo de herramientas de procesamiento de Lenguaje Natural Open Source y Software propietario para el desarrollo de aplicaciones basadas en inteligencia artificial.
dc.type.none.fl_str_mv info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/bachelorThesis
description The goal of this comparative study is to identify the main Open-Source and Proprietary Natural Language Processing (NLP) tools and to analyze one Open-Source NLP tool and one Proprietary tool in terms of their functionality, efficiency, price, and ease of implementation for the development of artificial intelligence-based applications. To this end, a research was carried out on Natural Language Processing and its main applications. Regarding Open-Source tools, Spacy, NLTK, Gensim, and Spark NLP were selected highlighting their main features. In the same way, this process was carried out with Google Natural Language API, IBM Watson Natural Language Understanding, Amazon Comprehend, and Azure AI API, which are proprietary tools. The advantages and disadvantages of using these two types of tools were compared, thus facilitating informed decision-making. In terms of practical analysis two tools were selected: Google Natural Language API with the Google Cloud platform and the Google Colab platform which was used to run Spacy. It is concluded that Open-Source and proprietary tools offer excellent results in terms of text analysis. The selection of one tool or another should be based on the specific needs and characteristics of each project, as well as the available budget as a company or developer.
eu_rights_str_mv openAccess
format bachelorThesis
id UTB_644539772d5f48acfe384cfe5e8e475a
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institution UTB
instname_str Universidad Técnica de Babahoyo
language_invalid_str_mv es
network_acronym_str UTB
network_name_str Repositorio Universidad Técnica de Babahoyo
oai_identifier_str oai:dspace.utb.edu.ec:49000/15028
publishDate 2023
publisher.none.fl_str_mv Babahoyo: UTB-FAFI. 2023
reponame_str Repositorio Universidad Técnica de Babahoyo
repository.mail.fl_str_mv .
repository.name.fl_str_mv Repositorio Universidad Técnica de Babahoyo - Universidad Técnica de Babahoyo
repository_id_str 0
rights_invalid_str_mv Atribución-NoComercial-SinDerivadas 3.0 Ecuador
http://creativecommons.org/licenses/by-nc-nd/3.0/ec/
spelling Estudio comparativo de herramientas de procesamiento de Lenguaje Natural Open Source y Software propietario para el desarrollo de aplicaciones basadas en inteligencia artificial.Angamarca Peña, Klever EduardoNLPSpacyOpen SourceGoogle APIGoogle CloudAIThe goal of this comparative study is to identify the main Open-Source and Proprietary Natural Language Processing (NLP) tools and to analyze one Open-Source NLP tool and one Proprietary tool in terms of their functionality, efficiency, price, and ease of implementation for the development of artificial intelligence-based applications. To this end, a research was carried out on Natural Language Processing and its main applications. Regarding Open-Source tools, Spacy, NLTK, Gensim, and Spark NLP were selected highlighting their main features. In the same way, this process was carried out with Google Natural Language API, IBM Watson Natural Language Understanding, Amazon Comprehend, and Azure AI API, which are proprietary tools. The advantages and disadvantages of using these two types of tools were compared, thus facilitating informed decision-making. In terms of practical analysis two tools were selected: Google Natural Language API with the Google Cloud platform and the Google Colab platform which was used to run Spacy. It is concluded that Open-Source and proprietary tools offer excellent results in terms of text analysis. The selection of one tool or another should be based on the specific needs and characteristics of each project, as well as the available budget as a company or developer.The goal of this comparative study is to identify the main Open-Source and Proprietary Natural Language Processing (NLP) tools and to analyze one Open-Source NLP tool and one Proprietary tool in terms of their functionality, efficiency, price, and ease of implementation for the development of artificial intelligence-based applications. To this end, a research was carried out on Natural Language Processing and its main applications. Regarding Open-Source tools, Spacy, NLTK, Gensim, and Spark NLP were selected highlighting their main features. In the same way, this process was carried out with Google Natural Language API, IBM Watson Natural Language Understanding, Amazon Comprehend, and Azure AI API, which are proprietary tools. The advantages and disadvantages of using these two types of tools were compared, thus facilitating informed decision-making. In terms of practical analysis two tools were selected: Google Natural Language API with the Google Cloud platform and the Google Colab platform which was used to run Spacy. It is concluded that Open-Source and proprietary tools offer excellent results in terms of text analysis. The selection of one tool or another should be based on the specific needs and characteristics of each project, as well as the available budget as a company or developer.El objetivo de este estudio comparativo es identificar las principales herramientas de Procesamiento de Lenguaje Natural Open Source y Software Propietario y analizar una herramienta de NLP Open Source y una de Software Propietario en términos de su funcionalidad, eficiencia, precio y facilidad de implementación para el desarrollo de aplicaciones basadas en Inteligencia Artificial (AI). Empezamos con la recolección de información respecto al Procesamiento de Lenguaje Natural y sus principales aplicaciones. En cuanto a las herramientas Open Source elegimos Spacy, NLTK, Gensim y Spark NLP destacando sus principales características, de la misma manera realizamos este proceso con Google Natural Language API, IBM Watson Natural Language Understanding, Amazon Comprehend y Azure AI API las cuales son herramientas de origen propietario, comparamos las ventajas y desventajas del uso de estos dos tipos de herramientas facilitando así una toma de decisiones informada. Para el análisis práctico seleccionamos dos herramientas, Google Natural Language API junto con la plataforma de Google Cloud y la plataforma de Google Colab la utilizamos para ejecutar Spacy. Se concluye que las herramientas Open Source y de Software Propietario ofrecen excelentes resultados en cuanto al análisis de texto y la selección de una herramienta u otra debe basarse en las necesidades y características específicas de cada proyecto además del presupuesto que se disponga como empresa o desarrollador.Babahoyo: UTB-FAFI. 2023Cevallos Monar, Carlos Alfredo2023-11-06T19:36:52Z2023-11-06T19:36:52Z2023info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/bachelorThesis34 p.application/pdfhttp://dspace.utb.edu.ec/handle/49000/15028esAtribución-NoComercial-SinDerivadas 3.0 Ecuadorhttp://creativecommons.org/licenses/by-nc-nd/3.0/ec/info:eu-repo/semantics/openAccessreponame:Repositorio Universidad Técnica de Babahoyoinstname:Universidad Técnica de Babahoyoinstacron:UTB2023-11-08T08:01:19Zoai:dspace.utb.edu.ec:49000/15028Institucionalhttp://dspace.utb.edu.ec/Universidad públicahttps://utb.edu.ec/http://dspace.utb.edu.ec/oai.Ecuador...opendoar:02026-04-25T22:21:45.085380Repositorio Universidad Técnica de Babahoyo - Universidad Técnica de Babahoyotrue
spellingShingle Estudio comparativo de herramientas de procesamiento de Lenguaje Natural Open Source y Software propietario para el desarrollo de aplicaciones basadas en inteligencia artificial.
Angamarca Peña, Klever Eduardo
NLP
Spacy
Open Source
Google API
Google Cloud
AI
status_str publishedVersion
title Estudio comparativo de herramientas de procesamiento de Lenguaje Natural Open Source y Software propietario para el desarrollo de aplicaciones basadas en inteligencia artificial.
title_full Estudio comparativo de herramientas de procesamiento de Lenguaje Natural Open Source y Software propietario para el desarrollo de aplicaciones basadas en inteligencia artificial.
title_fullStr Estudio comparativo de herramientas de procesamiento de Lenguaje Natural Open Source y Software propietario para el desarrollo de aplicaciones basadas en inteligencia artificial.
title_full_unstemmed Estudio comparativo de herramientas de procesamiento de Lenguaje Natural Open Source y Software propietario para el desarrollo de aplicaciones basadas en inteligencia artificial.
title_short Estudio comparativo de herramientas de procesamiento de Lenguaje Natural Open Source y Software propietario para el desarrollo de aplicaciones basadas en inteligencia artificial.
title_sort Estudio comparativo de herramientas de procesamiento de Lenguaje Natural Open Source y Software propietario para el desarrollo de aplicaciones basadas en inteligencia artificial.
topic NLP
Spacy
Open Source
Google API
Google Cloud
AI
url http://dspace.utb.edu.ec/handle/49000/15028