Marius Lange

Postdoctoral Researcher at ETH Zürich

Basel, Basel-City, Switzerland
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Summary

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Senior
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Top School
Marius Lange is an applied mathematician and postdoctoral researcher with nine years of experience at the interface of machine learning and single-cell genomics, currently working at ETH Zürich after a summa cum laude PhD from TUM/Helmholtz Munich. He develops computational frameworks—most notably CellRank—for studying cell fate decisions by integrating gene expression, RNA velocity, lineage tracing and spatial multi-omics. His work blends theory (optimal transport, dynamical systems) with practical tooling applied to development, regeneration and organoid disease models, bridging academic rigor and broadly useful open-source software. A proven international collaborator with visiting stints at MSKCC and Hebrew University, he combines physics-trained quantitative intuition with biological curiosity to turn complex single-cell assays into interpretable dynamical models.
code9 years of coding experience
job5 years of employment as a software developer
bookAbitur (High school), 1.0, Abitur (High school), 1.0 at Droste-Hülshoff-Gymnasium Freiburg
bookErasmus exchange, Physics, Erasmus exchange, Physics at Imperial College London
bookMaster of Science - MS, Computational and Applied Mathematics, Distinction, Master of Science - MS, Computational and Applied Mathematics, Distinction at University of Oxford
bookDoctor of Philosophy - PhD, Computational Biology, Summa cum laude, Doctor of Philosophy - PhD, Computational Biology, Summa cum laude at Technical University of Munich
bookLiberal Arts and Sciences/Liberal Studies, Liberal Arts and Sciences/Liberal Studies at The University of Freiburg
bookExchange Student in High School, Exchange Student in High School at Bainbridge High School
languagesGerman, English, French, Spanish
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Github Skills (105)

python10
spatial-transcriptomics10
transcriptomics10
single-cell-analysis10
rna-seq10
data-science10
rna-velocity10
meta-analysis10
scanpy10
genetics10
scales10
single-cell-genomics10
hierarchical10
trajectory-generation10
machine-learning10

Programming languages (6)

RSCSSJavaScriptHTMLJupyter NotebookPython

Github contributions (5)

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Marius1311/marius_lange

Jun 2022 - Mar 2025

This is my personal website.
Contributions:32 PRs, 112 pushes, 33 branches in 2 years 9 months
cssjavascript
theislab/moslin

Apr 2023 - Oct 2024

Contributions:1 release, 5 reviews, 10 PRs in 1 year 6 months
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Marius Lange - Postdoctoral Researcher at ETH Zürich