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General Information

Full Name Daniel Probst
Date of Birth 18th June 1985
Languages English, Swiss German, German, French

Education

  • 2020
    PhD in Chemistry and Molecular Sciences
    University of Bern, Bern, Switzerland
    • Research Group of Prof. Jean-Louis Reymond
    • Graduated summa cum laude
  • 2016
    MSc in Bioinformatics and Computational Biology
    University of Bern, Bern, Switzerland
    • With a focus on biology due to a backgrounbd in computer science
    • Required 40 additional credits due to transfer from University of Applied Sciences
    • Graduated insigni cum laude
  • 2013
    BSc in Computer Science
    University of Applied Sciences, Biel, Switzerland
    • Specialization in computer perception, virtual reality, and artificial intelligence with a focus on image processing and computer graphics
    • Graduated best of year
  • 2009
    Professional Baccalaureate
    Gewerblich-Industrielle Berufsschule Bern gibb, Bern, Switzerland
    • Specialization in technology and mathematics
  • 2007
    Federal VET Diploma in Information Technology
    Die Mobiliar / Gewerblich-Industrielle Berufsschule Bern gibb, Bern, Switzerland
    • Apprenticeship
    • Best national practical thesis

Experience

  • 2022 - now
    Postdoctoral Researcher
    École polytechnique fédérale de Lausanne (EPFL), Lausanne, Switzerland
    • In the group of Prof. Pierre Vandergheynst (LTS2). My research is largely independent with a focus on the intersection of chemistry, biology, and computer science.
  • 2020 - 2022
    Permanent Research Staff Member
    IBM Research, Rüschlikon, Switzerland
    • Accelerated Discovery Group, Dr. Teodoro Laino. The research focuses on the reasoning on domain specific data in the chemistry/material domain, in order to build models that help in the design of new materials.
  • 2015 - 2016
    Assistant
    University of Fribourg, Fribourg, Switzerland
    • During my Masters, I was working in the Wegmann Lab (Prof. Daniel Wegmann), implementing a machine learning solution using C++ for the detection of animals in photos taken by camera traps of the Chinco Project in the Central African Republic.
  • 2012 - 2015
    Web Developer
    headIT GmbH, Bern, Switzerland
    • headIT was founded as a spin-off from the Graffenried AG. I was developing websites based on .NET and node.js for a variety of external customers.
  • 2009 - 2015
    Application Developer
    Graffenried AG, Bern, Switzerland
    • During my stay at the Graffenried AG, I maintained legacy PHP / MySQL applications while developing a new suit of business applications based on the .NET framework with MSSQL and RavenDB as backends.
  • 2007 - 2009
    Systems Engineer
    Die Mobiliar, Bern, Switzerland
    • While studying for the professional baccalaureate, I continued working 60% at Die Mobiliar in the Systems Engineering team and developed an application to monitor the status of the company’s IT systems.

Honors and Awards

  • 2022
    • Sandmeyer Award of the Swiss Chemical Society for the "important scientific breakthrough in the digitalization of synthetic organic chemistry that helps to improve digital workflows with state-of-the-art machine learning technologies." as part of the RXN for Chemistry project team
  • 2020
    • Best PhD thesis of the year.
  • 2013
    • Graduated top of the year from Bern University of Applied Sciences.
  • 2009
    • Best practical thesis (Federal VET diploma in information technology) nationwide.

Technical Experience

  • Machine Learning
    • Gradient boosting, approximate nearest neighbour searching, neural networks (including transformers, graph neural networks, ...), explainable AI, feature engineering, and more
    • PyTorch, TensorFlow, scikit-learn, ...
  • Application Development
    • C/C++, Golang, C# / .NET, JAVA, Python, R, Perl
  • Web Development
    • HTML, CSS, JavaScript / TypeScript / Node.js, Ruby, UI / UX design
  • Other
    • Image processing, Blender, Unity, LATEX, TensorFlow, Shader programming (OpenGL/GLSL)

Other Interests

  • Hobbies: Ice hockey, field hockey, squash, guitar, piano, podcasting, science fiction literature, astrophotography