Dr. Raphael Reinauer

Angestellt, Senior Research Scientist, Lilt

Lausanne, Schweiz

Über mich

I believe in the power of AI, and I want to use my background in mathematics and physics to help improve its accuracy and usefulness for society. I have experience in both applied and theoretical machine learning, and I am one of the core developers of the open-source library Giotto-deep. My experience includes developing new Transformer models in NLP, point cloud classification, and graph neural networks. I hope to continue learning and developing my machine learning and programming skills to further my career.

Fähigkeiten und Kenntnisse

Machine Learning
Research
Deep learning
Topological Data Analysis
Natural Language Processing (NLP)
Softwareentwicklung
Machine Translation
Mathematics
ML
Research and Development

Werdegang

Berufserfahrung von Raphael Reinauer

  • Bis heute 1 Jahr und 7 Monate, seit Nov. 2022

    Senior Research Scientist

    Lilt

    Lilt is the leading AI solution for enterprise translation. Our stack, made up of our Contextual AI Engine, Connector APIs, and Human Adaptive Feedback, enables global organizations to adopt an optimal AI translation strategy. As a Senior Research Scientist at Lilt, I work on machine translation, domain adaptation techniques, word alignment, and grammatical error correction. I am also responsible for production maintenance and debugging and provide code reviews.

  • Bis heute 3 Jahre und 7 Monate, seit Nov. 2020

    Postdoctoral Researcher

    EPFL

    - I collaborate with the Lausanne-based start-up L2F to use topology to investigate the explicability of deep learning. Additionally, I have a partnership with Armasuisse on anomaly detection for spatiotemporal graph data like social media data using large language models like BERT - I am one of the core developers of the open-source library Giotto-deep, which integrates topological tools to study and enhance deep learning models - I supervised students on applied topological data analysis and deep learning

  • 5 Jahre, Okt. 2015 - Sep. 2020

    Researcher Ph. D. Student

    Westfälische Wilhelms-Universität Münster

    * Computational stable homotopy theory using Python and SAGE * Supervision of theses of students

  • 2 Monate, Feb. 2012 - März 2012

    Internship Project

    Daimler AG

    Internship at Daimler for Voice Assistant Systems at the Daimler Research Center. Programming in C++, PHP and Javascript.

Ausbildung von Raphael Reinauer

  • 5 Jahre, Okt. 2015 - Sep. 2020

    Mathematics

    Westfälische Wilhelms-Universität Münster

    * Computational stable homotopy theory using Python and SAGE * Supervision of theses of students * Teaching activities: Supervision of lectures and exercise groups, organize seminars * I organized the YMIAPHD (Young Mathematicians In A PhD Meeting) in Wangerooge, Germany, with (with Jonas Stelzig): a semi-annual meeting of PhD students of the Sonderforschungsbereich (SFB) 878 - Groups, Geometry & Actions, Department of Mathematics and Computer Science, University of Münster.

  • 3 Jahre und 1 Monat, Okt. 2012 - Okt. 2015

    Mathematics and Physics

    Westfälische Wilhelms-Universität Münster

    Activities and societies: Scholarship by the German Academic Scholarship Foundation (Studienstiftung des deutschen Volkes)

  • 2 Jahre, Okt. 2010 - Sep. 2012

    Mathematics and Physics

    Universität Ulm

    Activities and societies: Scholarship by the German Academic Scholarship Foundation (Studienstiftung des deutschen Volkes) stochastics, numerics, graph theory, computer science, partial differential equation, functional analysis

  • 3 Jahre, Okt. 2007 - Sep. 2010

    High School Students at University

    Universität Ulm

    Program for math-proficient students in grades ten and above to participate in regular courses and take module exams at the university.

Sprachen

  • Deutsch

    Muttersprache

  • Englisch

    Fließend

  • Französisch

    Grundlagen

Interessen

Unreal Engine 4
Arduino

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