Dr. Geancarlo Abich is a Brazilian researcher that works on projects for software/hardware acceleration and reliability evaluation of Machine Learning models focused on edge computing. He received his bachelors degree in computing engineering from UNISC (Universidade de Santa Cruz do Sul), Brazil, 14', Masters degree in Computing and Ph.D. degree in Microelectronics from UFRGS (Universidade Federal do Rio Grande do Sul), Brazil, 17' and 22’, advised by the Prof. Ricardo Reis (UFRGS) and co-advised by Prof. Luciano Ost (Loughborough University) where he received the highest grade and his thesis advances become in a Book published by Springer Nature. In the earlier work, he contributed to the development of NoC-based MPSoCs management systems, soft-error reliability evaluation tools, and parallelism exploration on specialized neural network libraries. During his Ph.D. studies, Dr. Abich collaborated mainly with Prof. Luciano Ost at Loughborough University and also with companies such as IMPERAS and Arm (University Program). In the last year he worked as a postdoctoral fellow in the extension of his thesis to evaluate the performance and power costs of parallelism and fault mitigation in machine learning models aimed at resource-constrained devices. At the moment he holds a postdoctoral position at INESC-ID as team lead on performance modeling for advanced RISC-V architectures over the Horizon EU SYCLOPS project. The research of Dr. Geancarlo Abich focuses on achieving efficiency at different levels of abstraction, driving both performance gains and reliability at the software and hardware level by exploring the design space for new technologies to deploy AI at the extreme edge. He is currently collaborating with Prof. Luciano Ost (Loughborough University - UK), Prof. Ricardo Reis (UFRGS - Brazil), Prof. Leonel Souza and Prof. Aleksandar Ilic (INESC-ID - Portugal). The research he has been conducting in collaboration with their partners, including Universities from the UK, Brazil, and industrial partners like ARM and Imperas, led to the publication of 1 book, 4 journal papers, and 9 peer-reviewed international conferences.