Profilbild von Karsten Miermans Senior data scientist & AI engineer aus Muenchen

Karsten Miermans

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Letztes Update: 06.09.2022

Senior data scientist & AI engineer

Firma: res mechanica GmbH
Abschluss: Theoretische Physik (Promotion)
Stunden-/Tagessatz: anzeigen
Sprachkenntnisse: deutsch (gut) | englisch (verhandlungssicher) | niederländisch (Muttersprache)

Skills

Tech (kompetent):
  • Python
  • pandas
  • TensorFlow / Keras
  • dash
  • Django
  • NumPy
  • scikit-learn
  • Matplotlib
  • JupyterMySQL & Postgres
  • regex
  • C++
  • git
  • testing suites (Google Test, unittest, Catch2)
  • Illustrator
  • MATLAB
Fähigkeiten (kompetent):
  • statistics
  • machine learning
  • data analysis
  • data visualization
  • scientific illustration
  • software development
  • unit testing
  • critical thinking & rationality
  • teaching
Erfahrung: September 2020 - now Senior data scientist & AI engineer, res mechanica (Munich)
Reinforcement learning for customer relations. Results: co-developed AI software for a major bank (Python, TensorFlow, Pandas), built live demo of an AI product from the ground up (Dash, Django), built CI testing framework for core AI codebase, redesigned customer-facing dashboard (Dash, Django), and helped refine product strategy. February 2016 - June 2020 Doctoral work, LMU Munich
Using tailored Markov-chain Monte-Carlo simulations in C++ and statistical analyses & visualizations in Python to elucidate DNA organization. My research helped answer the question of whether bacterial DNA is organized by molecular motors. Results: two research papers and a simulation framework that is planned to be used for future projects. 2019 - now Course founder and teacher, Lyzeum 2 e.V.
Founder of three semi-weekly courses on critical thinking and rationality (for both Gymnasium students as well as adults). See www.lyzeum-muenchen.de for more information. 2015 - 2016 Research project (10 months), Eindhoven Uni of Tech
Using partial differential equations and Fourier analysis to elucidate mechanics of synaptic growth. Team: R. Kusters, C. Storm, C. Hoogenraad. Result: research paper. 2011 Industry internship (6 months), FEI Company, Veldhoven
MATLAB analyses of electron scattering simulation data to improve imaging sensor capture quality. Team: K.M., Gerald van Hoften.

Projekthistorie

09/2020 - bis jetzt
Senior data scientist & AI engineer
res mechanica GmbH (Internet und Informationstechnologie, < 10 Mitarbeiter)

Reinforcement learning for customer relations. Results: co-developed AI software for a major bank (Python, TensorFlow, Pandas), built live demo of an AI product from the ground up (Dash, Django), built CI testing framework for core AI codebase, redesigned customer-facing dashboard (Dash, Django), and helped refine product strategy.


09/2019 - bis jetzt
Kursgründer & Rationalitätsdozent
Lyzeum 2 e.V. (Sonstiges, < 10 Mitarbeiter)

Founder of three semi-weekly courses on critical thinking and rationality (for both Gymnasium students as well as adults). See lyzeum-muenchen.de for more information.


12/2020 - 06/2021
Entwickler (Teilzeitige Beraterrolle)
große deutsche Bank (Banken und Finanzdienstleistungen, >10.000 Mitarbeiter)

KI-Softwareprodukt integrieren in Legacysystem

02/2016 - 06/2020
Promotionsarbeit
LMU München (Öffentlicher Dienst, 5000-10.000 Mitarbeiter)

Using tailored Markov-chain Monte-Carlo simulations in C++ and statistical analyses & visualizations in Python to elucidate DNA organization. My research helped answer the question of whether bacterial DNA is organized by molecular motors. Results: two research papers and a simulation framework that is planned to be used for future projects.


Reisebereitschaft

Verfügbar in den Ländern Deutschland
Profilbild von Karsten Miermans Senior data scientist & AI engineer aus Muenchen Senior data scientist & AI engineer
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