Dr Rafael Felix Alves
Post-doc Research Fellow
School of Computer and Mathematical Sciences
Faculty of Sciences, Engineering and Technology
Eligible to supervise Masters and PhD (as Co-Supervisor) - email supervisor to discuss availability.
Hello, I am Rafa.
I am currently a Post-Doc Fellow at the Australian Institute for Machine Learning (AIML). Recently, I have been developing application on Generalised Zero-Shot Learning (GZSL), Explainable Artificial Intelligence and Visual Question Answering (VQA).
I completed my PhD studies at The University of Adelaide (UoA), Australia, under the supervision of Prof. Gustavo Carneiro, Dr. Michele Sasdelli, and Prof. Ian Reid, with a prestigious scholarship from Australian Research Council. Previously, I have industry experience. In my first position, I developed machine learning applications for acquiring data from online sources. Secondly, I was a data scientist at a Motorola outsource company working on machine learning for mobile platforms. I received my M.Sc. from Universidade Mackenzie, where I worked with Prof. L. de Castro, with a prestigious scholarship from the federal agency \emph{CAPES}. In my master degree, I focused on Neural Networks and their use for image processing on scanned documents, and their intersection with natural language processing. Over the course of my M.Sc., I worked on parallel projects using machine learning to develop applications for scanned documents.
On my free time, I enjoy tackling quick projects like programming affordable drones, and small robots.
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Appointments
Date Position Institution name 2020 - ongoing Research Fellow Australian Institute for Machine Learning -
Language Competencies
Language Competency Portuguese Can read, write, speak, understand spoken and peer review Spanish - Latin American Can read, speak and understand spoken -
Education
Date Institution name Country Title 2016 - 2019 The University of Adelaide Australia PhD 2013 - 2015 Universidade Presbiteriana Mackenzie Brazil M.Sc. -
Research Interests
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Journals
Year Citation 2019 Felix, R., Sasdelli, M., Reid, I. D., & Carneiro, G. (2019). Multi-modal Ensemble Classification for Generalized Zero Shot Learning.. CoRR, abs/1901.04623. 2019 Felix, R., Harwood, B., Sasdelli, M., & Carneiro, G. (2019). Generalised zero-shot learning with a classifier ensemble over multi-modal embedding spaces. arXiv, abs/1908.02013, 1-9. -
Conference Papers
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Current Higher Degree by Research Supervision (University of Adelaide)
Date Role Research Topic Program Degree Type Student Load Student Name 2021 Co-Supervisor Learning noisy labels using causal approaches Doctor of Philosophy Doctorate Full Time Mr Arpit Garg -
Other Supervision Activities
Date Role Research Topic Location Program Supervision Type Student Load Student Name 2020 - ongoing Principal Supervisor Generative Adversarial Networks for Image-to-Image translation The University of Adelaide Master in Data Science Master Full Time Arpit Garg 2020 - ongoing Principal Supervisor Generativer Adversarial Network for Image In-Painting The University of Adelaide Master in Data Science Master Full Time Shubham Grupta
Connect With Me
External Profiles
