Dayvid Oliveira is a Senior Machine Learning Engineer with 15 years of experience, currently advancing privacy-preserving ML research and engineering at Apple in Austin. He combines deep academic rigor—a PhD in Machine Learning—with extensive applied experience across hardware and services teams, leading data science and ML initiatives since 2017. His work spans production-grade ML systems, applied privacy techniques, and research-to-product delivery, informed by prior roles in signal, image and text projects. An active open-source contributor, he implemented novel under-sampling methods (including Instance Hardness Threshold) and enhancements to ENN/RENN in the widely used imbalanced-learn library. He has a track record of publishing research, building ensemble-learning tooling, and shipping performant algorithms in C, Java and Python. Pragmatic and research-savvy, he bridges theoretical methods and real-world constraints to deploy robust ML solutions at scale.
15 years of coding experience
11 years of employment as a software developer
Master of Science (MSc), Computer Science, Master of Science (MSc), Computer Science at Federal University of Pernambuco
Bachelor of Engineering (BE), Computer Engineering, Bachelor of Engineering (BE), Computer Engineering at Universidade Federal de Pernambuco
A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
Role in this project:
Data Scientist
Contributions:42 commits, 13 PRs, 2 pushes in 6 months
Contributions summary:Dayvid primarily contributed to the implementation and refinement of under-sampling techniques for imbalanced datasets. Their work involved creating a new method, Instance Hardness Threshold, and also expanding functionality for Edited Nearest Neighbours (ENN) and Repeated Edited Nearest Neighbours (RENN). These contributions included coding the algorithms, integrating them into the library, and providing examples.
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Dayvid Oliveira - Senior Machine Learning Engineer at Apple