Laure Berti-equille

Research Director at Institut de Recherche pour le Développement (IRD)

France
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Summary

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Senior
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Top School
Laure Berti-Equille is a research director with over a decade focused on designing scalable ML and reinforcement-learning methods for automated data curation, anomaly detection, and multimodal data integration across domains like environmental science, healthcare, and smart cities. As co-founder of the international IDEAL lab at IRD, she bridges academic rigor and applied impact, translating probabilistic modeling and causal inference into tools for sustainability and UN SDG challenges. Her track record includes tenured and visiting positions at institutions such as Aix-Marseille University, MIT, and AT&T Labs, reflecting deep experience in both foundational research and collaborative deployments. Skilled in feature engineering, multivariate test analysis, and hands-on ML engineering (Python, R), she routinely tackles heterogeneous, multi-source datasets often overlooked by mainstream pipelines. Beyond publications and academic leadership, she brings a practical “data core with AI mind” perspective—crafting RL-driven strategies to make messy real-world data reliably usable. Based in France, she combines methodological breadth with a history of building interdisciplinary research infrastructures that connect earth observation, AI, and policy-relevant science.
code10 years of coding experience
job15 years of employment as a software developer
bookHabilitation à Diriger des Recherches (HDR), Habilitation à Diriger des Recherches (HDR) at Université de Rennes I
bookUdacity Nanodegree Program Graduate, Udacity Nanodegree Program Graduate at Udacity
bookMaster's degree in Computer Science, Master's degree in Computer Science at Université Paris Dauphine
bookDoctor of Philosophy (PhD), Doctor of Philosophy (PhD) at Université de Toulon
languagesFrench, English
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Github Skills (8)

data-cleaning9
sequence9
data-preprocessing9
reinforcement-learning8
python7
solve5
machine-learning3
deep-learning2

Programming languages (2)

JavaScriptPython

Github contributions (5)

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LaureBerti/CleanEx

Dec 2020 - Mar 2021

Contributions:16 commits, 15 pushes, 1 branch in 3 months
LaureBerti/KDD2021_Tutorial

May 2021 - Aug 2021

Contributions:44 commits, 43 pushes, 1 branch in 3 months
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Laure Berti-equille - Research Director at Institut de Recherche pour le Développement (IRD)