Renato Moraes Silva Email & Phone Number

São Carlos, Sp, Br

São Carlos, São Paulo, Brazil

Professor and Research Scientist at the Institute of Mathematics and Computer Science (ICMC), University of São Paulo (USP), São Carlos, São Paulo, Brazil. Affiliated with the Graduate Program in Computer Science and Computational Mathematics (maximum grade of 7 awarded by CAPES).Member of the Interinstitutional Center for Computational Linguistics (NILC).Member of the Center for Artificial Intelligence (C4AI).

Sorocaba, São Paulo, Brazil

Professor of under and graduate courses involving Data Structures, Object-Oriented Programming, Artificial Intelligence, Machine Learning, and Deep Learning.

Sorocaba, São Paulo, Brazil

I work at BRAIN (Brazilian Artificial Intelligence Nucleus), the artificial intelligence laboratory at Facens University. I am involved in the development of Artificial Intelligence, Machine Learning, and Data Science projects, addressing challenges across various sectors of the Brazilian industry, which include computer vision, data science, and natural language processing.

Sorocaba, São Paulo, Brazil

Professor of the course on Fundamentals of Deep Learning in the Machine Learning MBA program.

Sorocaba Area, Brazil

I conducted research in the fields of machine learning and natural language processing (NLP). My primary area of investigation revolved around addressing the challenges associated with out-of-vocabulary (OOV) words when generating vector representations of text in NLP tasks. These tasks included text categorization, such as named entity recognition, and part-of-speech tagging. To tackle OOV issues, I explored various language models, including LSTM, GPT, RoBERTa, DistillBERT, Electra, among… Show more I conducted research in the fields of machine learning and natural language processing (NLP). My primary area of investigation revolved around addressing the challenges associated with out-of-vocabulary (OOV) words when generating vector representations of text in NLP tasks. These tasks included text categorization, such as named entity recognition, and part-of-speech tagging. To tackle OOV issues, I explored various language models, including LSTM, GPT, RoBERTa, DistillBERT, Electra, among others.My research was funded by the two main Brazilian research foundations, the Coordination for the Improvement of Higher Education Personnel (CAPES), and the São Paulo Research Foundation (FAPESP). Show less

Sorocaba Area, Brazil

I taught Data Science in the Software Engineering Specialization course at the Federal University of São Carlos. In this course I covered basic concepts of Data Science, such as data analysis, data processing, and types of learning (supervised, unsupervised, and recurrent). Also, I introduced supervised learning with an emphasis on probabilistic and distance-based methods. Finally, I covered the topic of data clustering. For all topics, I created a link between theoretical background and… Show more I taught Data Science in the Software Engineering Specialization course at the Federal University of São Carlos. In this course I covered basic concepts of Data Science, such as data analysis, data processing, and types of learning (supervised, unsupervised, and recurrent). Also, I introduced supervised learning with an emphasis on probabilistic and distance-based methods. Finally, I covered the topic of data clustering. For all topics, I created a link between theoretical background and real-world problems. Practical examples were presented in Python using Jupyter Notebook. Show less

Teaching about how to use basic information technology tools at work and on a daily basis.

Phd, Electrical And Electronics Engineering

The following are the main scientific papers I published during my PhD: . https://doi.org/10.1016/j.knosys.2016.11.018 ..

Master'S Degree, Electrical Engineering

The following are the main scientific papers I published during my Master's degree: . https://doi.org/10.1109/ICMLA.2012.161 ..

Undergratuate Degree, Computer Science