
Rui Mendes
Director

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About me
Data Scientist / ML Engineer at Redlight Software and AIHealth
Education

Universidade de Coimbra
2013 - 2017Licentiate degree Informatics
Universidade de Coimbra
2017 - 2020Master's degree Informatics 16
Experience

Secção de Badminton da Associação Académica de Coimbra
Apr 2014 - Apr 2023Director
CISUC - Centre for Informatics and Systems of the University of Coimbra
Sept 2016 - Jan 2017Scientific Initiation ScholarshipTheme: Data-driven approaches for urban mobility and land use analysis.Research initialization scholarship.Involved familiarization with the datasets and data analysis techniques, setting up and analyzing an experiment.Development of RESTful web services in Java.

CISUC - Centre for Informatics and Systems of the University of Coimbra
May 2020 - Sept 2020Scientific Research ScholarshipStudy and definition of strategies for the automatic production of alternative answers for user interactions that are considered to be out of the domain of a conversational agent.Utilization of methodologies of automatic recommendation and generation of text, with creative value.Development made in Python, using libraries such as: Tensorflow, Scipy, Numpy, Scikit-learn.

Decode
Sept 2020 - Apr 2021Software Developer@ Timwetech- Worked on integrating systems, following concepts of gamification. Development made in Java, using Maven as the main project management tool and Subversion as the version control tool.- Assisted the Business Intelligence team within a data engineer role, managing data reports and extractions for multiple clients, using Oracle relational database management system and writing PL/SQL queries.

Aubay
Apr 2021 - Jul 2021Data EngineerData Engineer @ Critical TechWorks

Redlight Software
Oct 2021 - nowMachine Learning EngineerNLP pipeline development for feature extraction and multilabel text classification, applied to long documents within a specific domain. Training and adaptation of Large Language Models (LLM) to solve multi-label text classification problems with hundreds labels. Managed MLOps pipelines, automating processes such as data quality verification, model training and evaluation. Also implemented monitoring and automated model deployment systems based on model performance.
Licenses & Certifications

Certificate of Proficiency in English (C2)
University of CambridgeJan 2013
Honors & Awards
- Awarded to Rui MendesPrémio Salgado Zenha - Melhor Atleta Universitário Associação Académica de Coimbra Nov 2017
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