18.10.2026 aktualisiert

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100 % verfügbar

Senior Research Scientist in Mathematical Machine Learning , Data Analysis and Signal Processing

hamburg, Deutschland
Weltweit
Mathematics PhD
hamburg, Deutschland
Weltweit
Mathematics PhD

Profilanlagen

guillemard_cv_2026Hc.pdf

Skills

AudiosignalverarbeitungMachine LearningTensorFlowSignalverarbeitungData SciencePyTorch
Machine Learning and AI
Advanced expertise in geometrical and topological methods for signal processing, machine learning applications, generative artificial intelligence algorithms, and neural network development

Mathematical Signal Processing
Specialized knowledge in mathematical signal processing, frame theory, persistent homology, category theory, and algebraic topology applications

Programming and Software Development
Proficient in Python with libraries like Pandas, Numpy, sklearn, PyTorch, TensorFlow, C/C++, Java, Lisp/Scheme, Lean4/mathlib, and various software development frameworks

Research and Academic Leadership
Extensive experience in leading research projects, supervising students, and organizing academic seminars and conferences

Audio Signal Processing
Specialized expertise in audio signal analysis, noise reduction, speech enhancement, and digital audio effects development

Computer Graphics and Visualization
Experience in computer graphics, image synthesis, global illumination algorithms, and bidirectional path tracing

Statistical Analysis and Data Science
Advanced skills in statistical analysis, dimensional reduction techniques, and complex data representation methods

Teaching and Knowledge Transfer
Proven ability in university-level teaching, curriculum development, and knowledge transfer in mathematics and engineering

Erfahrung

Berufserfahrungmehr als 10 Jahre
Freelancer seit2025

Sprachen

DeutschverhandlungssicherEnglischMutterspracheFranzösischMutterspracheSpanischMuttersprache

Projekthistorie

Self-financed Researcher

Independent Researcher
Algorithm design in finance trading and generative artificial intelligence. Research on interactions of sheaf theory, category theory, and machine learning. Co-organizer of seminars and presentations in machine learning engineering.

Postdoc

Technische Universität Hamburg
Teaching proseminars in Machine Learning and assistant for lectures in Algebra. Research on improving quality of spinal cord DTI using inpainting. Teaching assistant for lectures in mathematical signal processing.

Postdoc

Technische Universität Berlin
Teaching assistant for lectures in Analysis. Research at DFG Research Center Matheon on sensor networks. Teaching assistant for lectures in Signal Processing and Analysis.

Research Assistant (PhD Position)

University of Hamburg
Research on adaptive approximation algorithms for sparse data representation in project DFG-SPP 1324.

Research Assistant in Signal Processing and Software Development

Helmut Schmidt University
Research and programming in speech enhancement, noise reduction, and statistical bitstream analysis. Software development for educational digital signal processing tools.

Researcher and Programmer in Audio Signal Processing

TC-Works GmbH
Research in polyphonic time scaling of audio signals using time-frequency analysis. Software development of VST plugins for audio editor packages in C++.

C++/Java/Lisp Programmer

Absolute Software GmbH
Software development in bidirectional path tracing and metropolis light transport algorithms for global illumination in computer graphics and image synthesis.

C++ Programmer

Deon Software & Service GmbH
Software development and programming in C++.

Mathematics Instructor

Universidad de Costa Rica
Lectures on Linear algebra, Differential Calculus, and Differential Equations. Software development for graphical representation of data in socioeconomics.

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