Assistant Professor In Residence at University of California, Berkeley
San Francisco Bay Area United States
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Summary
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Rockstar
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Alejandro Schuler is an Assistant Professor in Residence in Biostatistics at UC Berkeley with 11 years of experience translating clinical problems into statistically rigorous, actionable solutions. He is known for developing NGBoost, the selectively adaptive lasso, and prognostic covariate adjustment, and contributed core enhancements to the widely used NGBoost library for probabilistic prediction. His work spans methods development and clinical collaboration, emphasizing economically and operationally feasible decision rules that are frictionless for users. Prior roles at Kaiser Permanente and Unlearn.AI reflect a track record of moving models from research to live clinical deployment and modernizing analytics stacks. Trained in biomedical informatics (PhD, Stanford) with engineering roots from UC Berkeley and UCLA, he pairs deep theory with practical implementation and a passion for accessible pedagogy.
11 years of coding experience
2 years of employment as a software developer
Bachelor of Science (BS), Mechanical Engineering, Bachelor of Science (BS), Mechanical Engineering at UC Berkeley
University of California, Los Angeles
Doctor of Philosophy (Ph.D.), Biomedical Informatics, Doctor of Philosophy (Ph.D.), Biomedical Informatics at Stanford University
Natural Gradient Boosting for Probabilistic Prediction
Role in this project:
ML Engineer
Contributions:46 reviews, 200 commits, 38 PRs in 2 years 11 months
Contributions summary:Alejandro made significant contributions to the natural gradient boosting library, with commits focused on enhancing the core functionality and usability. They implemented a multiclass classification example, addressed bugs related to staged prediction, and improved the handling of distribution slicing and parameter access. Furthermore, the user refactored the distribution and scoring rule system for improved structure.
Contributions:1 release, 3 reviews, 90 commits in 2 years 2 months
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Alejandro Schuler - Assistant Professor In Residence at University of California, Berkeley