João Ricardo Martins Ramos (D016-EDA0-A833)

Curriculum Vitae

João Ricardo Martins Ramos

João Ramos is currently Adjunct Professor at the Higher School of Technology and Management of the Porto Polytechnic Institute. He obtained his PhD in Biomedical Engineering, branch of Medical Informatics, in 2017 at the University of Minho. Previously, he completed an Integrated Master's Degree in Biomedical Engineering, branch of Medical Informatics, at the same university. He also attended several specialized training courses in the IT field, such as summer and winter schools in areas of interest in his training. He also took short courses with proof of completion in the area of Artificial Intelligence. In recent years he has been teaching at the Higher School of Technology and Management of the Polytechnic Institute of Porto where he has had training responsibilities in the Professional Higher Technical Course in Development for the Web and Mobile Devices, Degree in Computer Engineering, Degree in Computer Security and Computer Networks, Degree in Information Systems for Management, Degree in Industrial Management and Logistics and Master's Degree in Computer Engineering. He also taught curricular units related to the Department of Information Technology in Bachelor's, Master's and Integrated Master's courses at the University of Minho. He has been deputy director of the Higher Technical Course in Development for the Web and Mobile Devices since March 2022. He is also a member of the Timetable Committee of the Department of that school and is a member of the Eco-Schools Council. He supervised several students during their final undergraduate (17 completed) and master's (5 completed and 3 ongoing) dissertation projects. In his research, he is a member of the CIICESI research center (Center for Innovation in Business Sciences and Information Systems), at ESTG-IPP. He was also an integrated member of the ALGORITMI center at the University of Minho. He participated in several research projects that included roles as researcher and research fellow. Current research interests focus on the development of systems with the application of Artificial Intelligence, machine learning systems and IT applied to Health. He is the author (or co-author) of more than 24 scientific publications in book chapters, journals and proceedings of international conferences. All publications are indexed (ISI, Scopus, DBLP), having an h-index of 6 and 92 citations in Scopus and an h-index of 3 with 32 citations in ISI.

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Identification

Personal identification

Full name: João Ricardo Martins Ramos

Citation names

Ramos, João

Author identifiers

Ciência ID: D016-EDA0-A833
ORCID iD: 0000-0002-3562-0117
AuthenticusID: R-004-T5V
Researcher Id: AAA-1793-2022
Scopus Author Id: 42761984700

Email addresses

jramos@di.uminho.pt (Professional)
jrmr@estg.ipp.pt (Professional)

Knowledge fields

Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics

Languages

Language	Speaking	Reading	Writing	Listening	Peer-review
Portuguese	Advanced (C1)	Advanced (C1)	Advanced (C1)	Advanced (C1)
English	Intermediate (B1)	Advanced (C1)	Intermediate (B1)	Intermediate (B1)

Education

	Degree	Classification
2016 Concluded	Engenharia Biomédica (Doutoramento) Major in Informática Médica Universidade do Minho, Portugal "Orientation method for people with cognitive disabilities" (THESIS/DISSERTATION)	Muito Bom
2012 Concluded	Engenharia Biomédica (Mestrado) Major in Informática Médica Universidade do Minho Escola de Engenharia, Portugal "Sistema de Geo-localização Referencial para Pessoas com Perdas Cognitivas" (THESIS/DISSERTATION)

Affiliation

Science

	Category Host institution	Employer
2024/05/17 - Current	Researcher (Research)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
	Universidade Lusíada de Lisboa Centro de Investigação em Organizações Mercados e Gestão Industrial, Portugal
2019 - Current	Researcher (Research)	Instituto Politécnico do Porto Centro de Inovação e Investigação em Ciências Empresariais e Sistemas de Informação, Portugal

2013 - 2019	Researcher (Research)	Universidade do Minho Centro ALGORITMI, Portugal

Teaching in Higher Education

	Category Host institution	Employer
2023/10/16 - Current	Adjunct Teacher (Polytechnic Teacher)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal

2018/10/01 - 2023/10/15	Invited Adjunct Teacher (Polytechnic Teacher)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal

2017 - 2019	Invited Assistant Professor (University Teacher)	Universidade do Minho, Portugal

Positions / Appointments

	Category Host institution	Employer
2022/03 - Current	Sub-Diretor of Professional Higher Technical Course in Development for the Web and Mobile Devices	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal

2020 - Current	Comissão de horários do departamento informática	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal

Others

	Category Host institution	Employer
2017/12/15 - 2018/07/31	Researcher with Research Grant for Doctor with the reference iFactory: New Industrialization Capabilities (n.º 002814) co-financed by FEDER through Portugal 2020 - Operational Program	Universidade do Minho, Portugal

2017/04/11 - 2017/12/14	Researcher with Research Grant for Masters within the scope of the Project Deus ex Machina, NORTE-01-0145-FEDER-000026 with reference DEM-CALG-G4-BI-2017-02 funded by CCDRN	Universidade do Minho, Portugal

2013/02/01 - 2017/04/06	Research Fellow with PhD Scholarship with reference SFRH/DB/89530/2012	Universidade do Minho, Portugal

Projects

Grant

	Designation	Funders
2022 - 2024/01/31	Guidelines for facilitating the learning of Artificial Intelligence (AI) by School Students of Grades 7-12 2021-1-CY01-KA220-SCH-000032567 Researcher Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2017/12 - 2018/07	iFACTORY: Novas Capacidades de Industrialização POCI-01-0247-FEDER-002814 Research Fellow	Fundação para a Ciência e a Tecnologia
2017/04 - 2017/12	Symbiotic technology for societal efficiency gains: Deus ex Machina (DEM) NORTE-01-0145-FEDER-000026 Research Fellow	Fundação para a Ciência e a Tecnologia
2013/02/01 - 2017/04/06	ORIENTATION STRATEGIES FOR PEOPLE WITH COGNITIVE DISABILITIES SFRH/BD/89530/2012	Fundação para a Ciência e a Tecnologia Concluded

Contract

	Designation	Funders
2019 - Current	Center for Innovation and Research in Business Sciences and Information Systems (CIICESI) UIDB/04728/2020 Instituto Politécnico do Porto Centro de Inovação e Investigação em Ciências Empresariais e Sistemas de Informação, Portugal	Fundação para a Ciência e a Tecnologia Concluded
2019/01/01 - 2019/12/31	Centro de Investigação ALGORITMI UID/CEC/00319/2019 Universidade do Minho, Portugal Universidade do Minho Centro ALGORITMI, Portugal	Fundação para a Ciência e a Tecnologia Concluded

Outputs

Publications

Book	Silva, F.; Ferreira, R.; Castro, A.; Pinto, P.; Ramos, J.. Experiments on Gamification with Virtual and Augmented Reality for Practical Application Learning. 2022. 10.1007/978-3-030-86618-1_18 Ramos, J.; Cunha, P.; Silva, F.. A Tool to Assess Students’ Performance in Programming. 2022. 10.1007/978-3-030-86618-1_17 Ramos, B.; Ramos, J.. A healthcare decision support system to overcome therapeutic centres challenges. 2020. 10.1007/978-3-030-23887-2_11 Ferreira, M.; Ramos, J.; Novais, P.. Occurrences management in a smart-city context. 2019. 10.1007/978-3-319-99608-0_13 Ramos, J.; Rocha, P.; Vilarinho, F.; Silva, A.; Andrade, M.; Varajão, J.; Magalhães, L.; Ribeiro, P.; Freitas, L.C.. Automatic verification of design rules in PCB manufacturing. 2018. 10.1007/978-3-319-94779-2_16 Silva, V.; Ramos, J.; Soares, F.; Novais, P.; Arezes, P.; Sousa, F.; Silva, J.; Santos, A.. iBoccia: A framework to monitor the Boccia gameplay in elderly. 2018. 10.1007/978-3-319-68195-5_48 Ramos, J.; César, A.; Neves, J.; Novais, P.. Adapting the user path through trajectory data mining. 2017. 10.1007/978-3-319-61118-1_24 Ramos, J.; Oliveira, T.; Satoh, K.; Neves, J.; Novais, P.. Orientation system based on speculative computation and trajectory mining. 2016. 10.1007/978-3-319-39387-2_21 Ramos, J.; Novais, P.; Neves, J.; Satoh, K.. Modelling an orientation system based on speculative computation. 2014. 10.1007/978-3-319-07593-8_37 Ramos, J.; Anacleto, R.; Novais, P.; Figueiredo, L.; Almeida, A.; Neves, J.. Geo-localization system for people with cognitive disabilities. 2013. 10.1007/978-3-319-00563-8_8 Ramos, J.; Anacleto, R.; Costa, Â.; Novais, P.; Figueiredo, L.; Almeida, A.. Orientation system for people with cognitive disabilities. 2012. 10.1007/978-3-642-28783-1_6
Book chapter	Ramos, J; Oliveira, T; Carneiro, D; Satoh, K; Novais, P. "Speculative Computation: Application Scenarios". 2022. 10.1007/978-3-030-68436-5_24-1
Conference paper	Bruna Ramos; Luís Salgado; João Ramos; Ana Cristina Ferreira. "Routes Priorization Applied to the Asymmetric Capacitated Vehicle Routing Problem". 2023. 10.1109/ICECET58911.2023.10389524 Silva, V.; Ramos, J.; Soares, F.; Novais, P.; Arezes, P.; Figueira, C.; Silva, J.; Santos, A.; Sousa, F.. "A wearable and non-wearable approach for gesture recognition-Initial results". 2018. 10.1109/ICUMT.2017.8255120 Figueira, C.; Silva, J.; Santos, A.; Sousa, F.; Silva, V.; Ramos, J.; Soares, F.; Novais, P.; Arezes, P.. "iBoccia: Monitoring elderly while playing Boccia gameplay". 2017. Ramos, J.; Oliveira, T.; Novais, P.; Neves, J.; Satoh, K.. "An alert mechanism for orientation systems based on Speculative computation". 2015. 10.1109/INISTA.2015.7276741
Journal article	Ribeiro, Jose; Ramos, Joao. "Forecasting System and Project Monitoring in Industry". Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation (2023): https://publons.com/wos-op/publon/58976801/. 10.1007/978-3-031-20859-1_25 Silva, F; Ramos, J; Analide, C. "Applications of Virtual and Augmented Reality for Practical Application Learning with Gamification Elements". INTERACTION DESIGN AND ARCHITECTURES (2022): 10.55612/s-5002-053-010 Ramos, J.; Oliveira, T.; Satoh, K.; Neves, J.; Novais, P.. "Cognitive assistants-An analysis and future trends based on speculative default reasoning". Applied Sciences (Switzerland) 8 5 (2018): http://www.scopus.com/inward/record.url?eid=2-s2.0-85047005634&partnerID=MN8TOARS. 10.3390/app8050742 Ramos, João. "Implementing Success Management in an IT project". Procedia Computer Science 138 (2018): 891-898. https://linkinghub.elsevier.com/retrieve/pii/S1877050918317630. 10.1016/j.procs.2018.10.116 Silva, V.; Ramos, J.; Leite, P.; Soares, F.; Novais, P.; Arezes, P.; Sousa, F.; Figueira, C.; Santos, A.. "Developing a framework for promoting physical activity in a Boccia game scenario". Computer Methods in Biomechanics and Biomedical Engineering: Imaging and Visualization (2018): http://www.scopus.com/inward/record.url?eid=2-s2.0-85057525390&partnerID=MN8TOARS. 10.1080/21681163.2018.1538816 Ramos, J.; Oliveira, T.; Satoh, K.; Neves, J.; Novais, P.. "An orientation method with prediction and anticipation features". Inteligencia Artificial 20 59 (2017): 82-95. http://www.scopus.com/inward/record.url?eid=2-s2.0-85016067524&partnerID=MN8TOARS. 10.4114/intartif.vol20iss59pp82-95 Ramos, J.; Novais, P.; Satoh, K.; Oliveira, T.; Neves, J.. "Speculative orientation and tracking system". International Journal of Artificial Intelligence 13 1 (2015): 94-119. http://www.scopus.com/inward/record.url?eid=2-s2.0-84924351127&partnerID=MN8TOARS. Ramos, J.; Costa, A.; Novais, P.; Neves, J.. "Interactive guiding and localization platform". International Journal of Artificial Intelligence 12 1 (2014): 63-78. http://www.scopus.com/inward/record.url?eid=2-s2.0-84901357204&partnerID=MN8TOARS.
Thesis / Dissertation	"Orientation method for people with cognitive disabilities". PhD, Universidade do Minho, 2017. https://hdl.handle.net/1822/48560. "Sistema de geo-localização referencial para pessoas com perdas cognitivas". Master, Universidade do Minho, 2012. https://hdl.handle.net/1822/23499.

Activities

Oral presentation

	Presentation title	Event name Host (Event location)
2022/07/15	Forecasting System and Project Monitoring in Industry	19th International Conference on Distributed Computing and Artificial Intelligence (L'Aquila, Italy)
2021	A Tool to Assess Students’ Performance in Programming	MIS4TEL 2021: Methodologies and Intelligent Systems for Technology Enhanced Learning, 11th International Conference (Salamanca, Spain)
2019	Occurrences Management in a Smart-City Context	17th International Conference on Distributed Computing and Artificial Intelligence (Ávila, Spain)

Supervision

	Thesis Title Role	Degree Subject (Type) Institution / Organization
2024 - Current	Abordagem híbrida para a Classificação da doença de Parkinson através de voz Supervisor	Engenharia Informática (Master) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2024 - Current	Aplicação de metodologia para seleção de fornecedores de animais vivos com algoritmos de aprendizagem Supervisor	Engenharia Informática (Master) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023 - 2023	Edu-Code: uma ferramenta para avaliar o desempenho do estudante na programação Supervisor	Engenharia Informática (Master) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023 - 2023	Portal de gestão de auditorias – 360º Audit Supervisor	Engenharia Informática (Degree) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023 - 2023	Portal dos Preços dos Combustíveis Supervisor	Engenharia Informática (Degree) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023 - 2023	Construção de uma Infraestrutura de Análise de Malware com Software Open Source Supervisor	Segurança Informática em Redes de Computadores (Degree) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023 - 2023	APP PARA O SETOR AUTOMÓVEL Supervisor	Engenharia Informática (Degree) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023 - 2023	Tecnologia RFID: Análise de segurança em dispositivos e tecnologias de comunicação RFID Supervisor	Segurança Informática em Redes de Computadores (Degree) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2022 - 2022	Sistema Inteligente de Recolha de Resíduos Supervisor	Engenharia Informática (Master) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2022 - 2022	Sistema de previsão e acompanhamento de projetos na indústria Supervisor	Engenharia Informática (Master) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2022 - 2022	Catálogo de Widgets Supervisor	Engenharia Informática (Degree) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2022 - 2022	Desenvolvimento de plataforma de boleias Supervisor	Engenharia Informática (Degree) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2021 - 2021	Desenvolvimento de um Projeto Kyaia Soluções Informáticas Supervisor	Sistemas de Informação para a Gestão (Degree) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2021 - 2021	Framework React Supervisor	Engenharia Informática (Degree) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2021 - 2021	HealthAdvisor Ecosystem Mobile Solutions Co-supervisor	Engenharia de Telecomunicações e Informática (Master) Universidade do Minho, Portugal
2021 - 2021	HealthAdvisor – Development of Central Services Co-supervisor	Engenharia Informática (Master) Universidade do Minho, Portugal

Event participation

	Activity description Type of event	Event name Institution / Organization
2023/07/19 - 2023/07/21	International Conference on Technology Management and Operations (ICOTEM 2023) Conference	Universidade Lusíada de Vila Nova de Famalicão, Portugal
2023/07/19 - 2023/07/21	International Conference on Technology Management and Operations (ICOTEM 2023) Conference	Universidade Lusíada de Vila Nova de Famalicão, Portugal

Jury of academic degree

	Topic Role	Candidate name (Type of degree) Institution / Organization
2023/12/12	Reconhecimento de atividades em smartphones usando sensores não intrusivos (Thesis) Arguer	Pedro Almeida Fernandes (Master) Universidade do Minho, Portugal
2023/12/12	Anomaly detection for preventive and predictive maintenance systems (Thesis) Arguer	Eduardo Veloso Eiras (Master) Universidade do Minho, Portugal
2023	Auditoria à Infraestrutura da Câmara Municipal de Felgueiras (Thesis) Arguer	Maria Isabel Silva (Other) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023	Static Application Security Testing Tool (Thesis) Arguer	João Romeu Lima Bezerra Alves (Other) Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2022	Deteção de Anomalias em Estações de Tratamento de Águas Residuais (Thesis) Arguer	Diogo Filipe Gigante da Silva (Master) Universidade do Minho, Portugal
2022	Cálculo do poder de disseminação de um utilizador numa Rede Social Online como fator de determinação de risco para a sua privacidade digital (Thesis) Arguer	João Lobarinhas Fernandes Miranda (Master) Universidade do Minho, Portugal
2022	Aplicação de técnicas de IA na deteção de irregularidades em contratos públicos (Thesis) Arguer	Tiago Dias de Sousa (Master) Universidade do Minho, Portugal
2021	Deteção da atividade física na terceira idade através da monitorização de relógios inteligentes (Thesis) Arguer	Cristiana Raquel Ferreira de Carvalho (Master) Universidade do Minho, Portugal
2018/11/04	Deep Neural Networks Applied to Medical Imaging (Thesis) Main arguer	Cristiana Filipa Soares da Silva (Master) Universidade do Minho, Portugal
2018/11/04	A deep learning approach for quantification of brain characteristics using MRI (Thesis) Main arguer	João Vieira da Silva Fernandes (Master) Universidade do Minho, Portugal

Ad Hoc journal article review

	Journal title (ISSN)	Publisher
2023 - 2023	Systems (2079-8954)
2023 - 2023	Mathematics (2227-7390)
2023 - 2023	Computers (2073-431X)
2023 - 2023	Applied Sciences (2076-3417)

Committee member

	Activity description Role	Institution / Organization
2023 - 2023	Program Committee at the 14th International Symposium on Ambient Intelligence
2023 - 2023	Program Committee at the 22nd EPIA Conference on Artificial Intelligence
2023 - 2023	Program Committee at the Sustainable Smart Cities and Territories International Conference Manizales (SSCt 2023)
2022 - 2022	Program Commitee at the 5th Citizen-Centric Smart Cities Services (CCSCS'2022) Other
2022 - 2022	Program Committee at the 13th International Symposium on Ambient Intelligence Other
2022 - 2022	Program Committee at the 12th International Conference on Methodologies and Intelligent Systems for Technology Enhanced Learning Other
2022 - 2022	Program Committee at the CISTI'2021 - 16th Iberian Conference on Information Systems and Technologies Other
2021/09/07 - 2021/09/09	Program Committee at the 20th EPIA Conference on Artificial Intelligence Other
2021 - 2021	Program Committee at the ISAmI'21: 12th International Symposium on Ambient Intelligence Other
2021 - 2021	Program Committee at the MIS4TEL'21: 11th International Conference in Methodologies and Intelligent Systems for Technology Enhanced Learning Other
2021 - 2021	Program Committee at the DiTTEt 2021: Disruptive Technologies Tech Ethics and Artificial Intelligent Other

Conference scientific committee

	Conference name	Conference host
2019/06/26 - 2019/06/28	10th International Symposium on Ambient Intelligence	Ávila, Spain
2019 - 2019	WorldCist Workshops 2019 - 7th World Conference on Information Systems and Technologies	La Toja Island, Galicia, Spain
2019 - 2019	AfCAI 2019 Workshop: Affective Computing and Context Awareness in Ambient Intelligence	Valencia, Spain
2018 - 2018	Affective Computing and Context Awareness in Ambient Intelligence 2018
2018 - 2018	WorldCist Workshops 2018 - 6th World Conference on Information Systems and Technologies
2018 - 2018	9th International Conference on Ambient Intelligence
2018 - 2018	16th International Conference on Practical Applications of Agents and Multi-Agent Systems
2017 - 2017	The 13th International Conference on Intelligent Environments

Course / Discipline taught

	Academic session	Degree Subject (Type)	Institution / Organization
2024/02 - 2024/07	Database Management Systems	Gestão Industrial e Logística (Licenciatura)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2024/02 - 2024/07	Web Programming	Engenharia Informática (Licenciatura)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2024/02 - 2024/06	Cyberintelligence	Engenharia Informática (Mestrado)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023/10/01 - 2024/02/24	Machine Learning	Engenharia Informática (Mestrado)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023/12 - 2024/02	Computer Systems and Cybersecurity	Práticas Jurídico-Digitais (Mestrado)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023/10 - 2024/02	Programming Languages	Gestão Industrial e Logística (Licenciatura)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023/10 - 2024/02	Distributed Systems	Engenharia Informática (Licenciatura)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023/10 - 2024/02	Programming Laboratory	Segurança Informática em Redes de Computadores (Licenciatura)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023/02 - 2023/07	Web Programming	Segurança Informática em Redes de Computadores (Licenciatura)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2023/02 - 2023/07	Programming Paradigms	Segurança Informática em Redes de Computadores (Licenciatura)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2022/10 - 2023/02	Programming Languages	Gestão Industrial e Logística (Licenciatura)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2022/10 - 2023/02	Introduction to Programing	Sistemas de Informação para a Gestão (Licenciatura)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2022/10 - 2023/02	Programming Laboratory	Segurança Informática em Redes de Computadores (Licenciatura)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2022/10 - 2023/02	Distributed Systems	Segurança Informática em Redes de Computadores (Licenciatura)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2022/10 - 2023/02	Digital Literacy	Tecnologias para a Educação STEAM (Licenciatura)	Instituto Politécnico do Porto Escola Superior de Educação, Portugal
2022/10 - 2023/01	Machine Learning	Engenharia Informática (Mestrado)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2021/10 - 2022/01	Machine Learning	Engenharia Informática (Mestrado)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal
2020/10 - 2021/01	Machine Learning	Engenharia Informática (Mestrado)	Instituto Politecnico do Porto Escola Superior de Tecnologia e Gestão, Portugal