Oleg Ryabchykov

07743 Jena, Germany o.ryabchykov@gmail.com

Skilled in statistics, spectral and image processing. Postdoctoral researcher with a focus on software development, as well as the application of data fusion and machine learning methods for automated medical and biological diagnostic applications.

Skills

Programming Languages
Data analysis & machine learning
  • R
  • Python (NumPy, Pandas, Keras, Scikit-learn)
  • Data mining, data preprocessing
  • Data processing pipelines
  • Feature extraction and statistical analysis
  • Design of experiments, implementation of (cross-)validation routines
Software development
  • AWS (EC2, RDS), Python (Flask, Django), Vue.js, Electron.js
  • Development of desktop and scalable online platforms
  • Development of user-friendly software with a complete data processing pipeline, including data preprocessing, machine learning, model validation, and unlabeled data prediction

Experience

Data scientist / Software developer

Biophotonics Diagnostics

Software development for automation of spectroscopic data analysis, consulting on design of experiments

2020 - present (part-time)

Postdoctoral Researcher

Leibniz Institute of Photonic Technology

Authomation of preprocessing and data analysis pipelines, software development, spectroscopic and image data analysis, design of experiments

2018 - 2020 (full-time)
2020 - present (part-time)

Research Assistant

Leibniz Institute of Photonic Technology

Evaluation of clinical, spectrometric, spectroscopic, and image data, investigation of the data processing pipelines

2013 - 2018

Education

Institute of Physical Chemistry, Friedrich Schiller University Jena

Dr. rer. nat.
Investigations on chemometric approaches for diagnostic applications utilizing various combinations of spectral and image data types

magna cum laude

2019

Institute of High Technologies, Taras Shevchenko National University of Kyiv

M. Sc.
Influence of the distribution of the local field around the silicon nanowire on the intensity of nerve fiber regeneration

Honor diploma

2013

Faculty of Physics, Tavrida National V.I. Vernadsky University

B. Sc.
Radiophysics

Honor diploma

2011

Publications

Interests

Brazilian zouk (dancing and teaching).