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Cláudia Vanessa Brito
I am currently assistant researcher at INESC TEC and an invited assistant professor at the University of Minho. My current research rests on distributed machine learning, addressing several fronts. In detail, in the last few years, I have been delving into privacy-preserving distributed machine learning and federated learning, the application of distributed machine learning to healthcare challenges, and storage optimizations for machine learning and distributed machine learning. Now, I am expanding my research toward energy-aware storage systems for deep learning workloads and AI control algorithms for optimizing systems. I am growing my publication record on these subjects, having already some relevant papers in reputable journals, conferences, and workshops (e.g., IEEE Access, ACM SAC, EPIA). Finally, I have been an active researcher on multiple international and national projects, such as EU Project GreenDat.AI, Compete2020 BigHPC and AIDA, PT-UTAustin PAStor, as well as international consortiums (CENTRA).?
Projects
Green_Dat_AI
BigHPC
BigHPC aims at simplifying the management of computing and storage resources at HPC infrastructures, supporting Big Data and parallel computing applications, through a novel framework that can be seamlessly integrated with existing HPC centers and software stacks. The contributions of the project are expected to have a direct impact on science, industry and society, by accelerating scientific breakthroughs in different fields and increasing the competitiveness of companies through better data analysis and improved decision-support processes.
Publications
Promoting sustainable and personalised travel behaviours while preserving data privacy
Pina, N;Brito, C;Vitorino, R;Cunha, I;
2023
Transportation Research Procedia
Privacy-Preserving Machine Learning on Apache Spark
Brito, CV;Ferreira, PG;Portela, BL;Oliveira, RC;Paulo, JT;
2023
IEEE ACCESS
Generative Adversarial Networks in Healthcare: A Case Study on MRI Image Generation
Cepa, B;Brito, C;Sousa, A;
2023
2023 IEEE 7TH PORTUGUESE MEETING ON BIOENGINEERING, ENBENG
Soteria: Preserving Privacy in Distributed Machine Learning
Brito, C;Ferreira, P;Portela, B;Oliveira, R;Paulo, J;
2023
38TH ANNUAL ACM SYMPOSIUM ON APPLIED COMPUTING, SAC 2023
