David Hübner
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David Hübner Email & Phone Number

Lead ML Engineer at Averbis / Working on Structuring Electronic Health Records using NLP at Averbis GmbH
Location: Freiburg, Baden-württemberg, Germany 3 work roles 4 schools
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Role
Lead ML Engineer at Averbis / Working on Structuring Electronic Health Records using NLP
Location
Freiburg, Baden-württemberg, Germany
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David Hübner is listed as Lead ML Engineer at Averbis / Working on Structuring Electronic Health Records using NLP at Averbis GmbH, a with 20 employees, based in Freiburg, Baden-württemberg, Germany. AeroLeads shows a matched LinkedIn profile for David Hübner.

David Hübner previously worked as Lead ML Engineer at Averbis Gmbh and Machine Learning Specialist at Averbis Gmbh. David Hübner holds Master Of Science (Msc), Applied Mathematics, Scientific Computing (Double Degree), Cum Laude (Less Than 5%) from Kungliga Tekniska Högskolan.

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Email format at Averbis GmbH

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Averbis GmbH

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About David Hübner

Using machine learning, especially natural language processing (NLP), for advancing health care. I am working at Averbis in Freiburg (Germany) on developing & deploying state-of-the-art machine learning models (e.g. Transformers, LLMs) for extracting relevant information (e.g. diagnoses, medications, laboratory values, protected health information) from medical records. This requires a range of NLP tasks (sequence labeling; annotation-, relation and document classification; similarity matching). The goal is to simplify the documentation process for health care professionals and to use the potential of unstructured medical records.My background is in mathematics (MSc) and computer science (MSc.) with a PhD in the field of brain-computer interfaces. Most of my work lies at the intersection of machine learning and health care.I am experienced in a broad range of programming languages and tools, especially with the Python ML Stack (Tensorflow, Pandas, Transformers, PyTorch, Streamlit, Cleanlab, Scikit-Learn, etc.), deploying models in Java UIMA, deployment (Docker), development tools (Git, Jenkins) and limited experience in App-design (Flutter) & web development. I am always interested in technical discussions, please just contact me.

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Averbis GmbH
Averbis Gmbh
Lead ML Engineer at Averbis / Working on Structuring Electronic Health Records using NLP
Website
Employees
20
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3 roles

David Hübner work experience

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Lead Ml Engineer

Current

Freiburg Im Breisgau, Baden-Württemberg, Deutschland

Dec 2022 - Present

Machine Learning Specialist

Freiburg Und Umgebung, Deutschland

Jan 2020 - Dec 2022

Phd Student

Albert-Ludwigs Universität Freiburg

Freiburg

Key task:- development and implementation of new (unsupervised) machine learning algorithms for the classification of brain signals (EEG) in real-time- data preprocessing, statistical analysis and visualization with Python (Pandas, Scipy, Matplotlib) and Matlab- working closely together with medical specialists and patients to design and test the first language training for patients with aphasia- teaching-assistant for the machine learning course (>150 students) and permanent supervision of several Master students- scientific dissemination (see below for a summary) and writing grant proposals[1] Hübner, D., et al. "Learning from label proportions in brain-computer interfaces: online unsupervised learning with guarantees." PLoS One (2017) https://doi.org/10.1371/journal.pone.0175856[2] Verhoeven, T., Hübner, D., Tangermann, M., Müller, K. R., Dambre, J., & Kindermans, P. J. (2017). Improving zero-training brain-computer interfaces by mixing model estimators. Journal of neural engineering, 14(3), 036021.[3] Hübner D, Verhoeven T and Müller K-R, Kindermans P-J and Tangermann M (2018), "Unsupervised Learning for Brain-Computer Interfaces Based on Event-Related Potentials: Review and Online Comparison", IEEE Computational Intelligence Magazine. Vol. 13(2), pp. 66-77. IEEE.Updated 9/2019.

Sep 2015 - Jan 2020
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Colleagues at Averbis GmbH

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4 education records

David Hübner education

Master Of Science (Msc), Applied Mathematics, Scientific Computing (Double Degree), Cum Laude (Less Than 5%)

I obtained two Master degrees (degrees in applied mathematics and scientific computing) as part of the Erasmus Mundus programme "Computer.

Applied Mathematics

First Year of the COSSE Program. Courses in modeling, finite elements, functional analysis, bio-statistics, optimization, high performance.

Bachelor Of Science (B.Sc.), Mathematics, 1.4

University Of Potsdam

Basic Courses in Linear Algebra, Analysis, Stochastics, Statistics, Numerics, Computer Mathematics. Additional Courses in Theoretical.

FAQ

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What company does David Hübner work for?

David Hübner works for Averbis GmbH.

What is David Hübner's role at Averbis GmbH?

David Hübner is listed as Lead ML Engineer at Averbis / Working on Structuring Electronic Health Records using NLP at Averbis GmbH.

Where is David Hübner based?

David Hübner is based in Freiburg, Baden-württemberg, Germany while working with Averbis GmbH.

What companies has David Hübner worked for?

David Hübner has worked for Averbis Gmbh and Albert-Ludwigs Universität Freiburg.

Who are David Hübner's colleagues at Averbis GmbH?

David Hübner's colleagues at Averbis GmbH include Viorel Morari, Nicole Koppe, Kris Collins, Erdan Genc, and Claudia Riede.

How can I contact David Hübner?

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What schools did David Hübner attend?

David Hübner holds Master Of Science (Msc), Applied Mathematics, Scientific Computing (Double Degree), Cum Laude (Less Than 5%) from Kungliga Tekniska Högskolan.

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