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Marilia Lírio has work experience as a Machine Learning Engineer at Kloeckner.i GmbH since March 2022. Prior to that, they worked as a Machine Learning Engineer at AICOR Verwaltungs GmbH from October 2021 to March 2022. From March 2019 to April 2020, Marilia worked as a Software Developer at 1000shapes. Marilia also completed their Master's Thesis at 1000shapes from March 2018 to March 2019. Before their time at 1000shapes, they were a Graduate Student at Deutsches Zentrum für Luft-und Raumfahrt e.V. from April 2017 to January 2018. Marilia'searliest work experience was as an Engenheiro de software at Opto Eletrônica S.A. from March 2016 to September 2016.

Marilia Lírio obtained a Bachelor of Engineering (B.Eng.) degree in Engenharia Elétrica e Eletrônica from USP - Universidade de São Paulo, where they studied from 2011 to 2015. Marilia also attended the University of East London from 2013 to 2014 to pursue another Bachelor of Engineering (B.Eng.) degree in the same field. Marilia Lírio further pursued their education at the Technical University of Munich, where they obtained a Master's degree in Biomedical/Medical Engineering from 2016 to 2018.

In addition to their formal education, Marilia Lírio has obtained several certifications. Marilia completed the AI for Medicine Specialization course from Coursera in November 2020 and the Learn to Program: Crafting Quality Code course from Coursera in November 2019.