## Research interests

- Shear flows
- Transition to turbulence
- Pattern formation

- Time series forecasting
- Predictability analysis
- Approximate computing

## Education

###### University of Leeds

Ph.D. in Applied Mathematics

###### Imperial College London

M.Sc. in Advanced Computational Methods, Distinction

###### Bauman Moscow State Technical University

Specialist Degree, Diploma with honours

## Experience

###### Huawei Technologies Co., Ltd., Saint Petersburg Software Technology Innovation Lab

Senior Researcher / Team Lead

Time series analysis and causality analysis in the context of telecom networks:

- Large-scale traffic forecasting for thousands of network elements (both long-term and short-term forecasting)
- Adaptive sampling of time series data collected from network elements
- Predictability analysis for non-stationary time series and discrete events (alarms)

###### University of Oxford, Department of Physics

Postdoctoral Research Assistant

This is the work within the project ITHACA «An Information Theoretic Approach to Improving the Reliability of Weather and Climate Simulations» led by Prof. Tim Palmer. It was aimed at improving the computational efficiency of a large-scale meteorological model (IFS by ECMWF):

- Computing radiative transfer with reduced numerical precision
- Accelerating MPI communications by reducing numerical precision
- Developing debug tools to ease the search for numerical instabilities and errors while working with low-precision arithmetics

###### Scientific Technical Centre «ELINS»

C++ Developer

Development of an application for telemetry processing based on Qt.

###### B&R Industrial Automation

C Developer

Development of industrial control systems.

###### AST Group

C/C++ Developer

Development of a security-aimed platform written on C.

###### Bauman Moscow State Technical University

C++/Python Developer

Development of a distributed CAE system written on C++ and Python.

## Math Stack

###### Dynamical systems theory

- Finite-amplitude instabilities
- Stability analysis
- Chaos theory
- Bifurcation theory

###### Numerical analysis

- Low-precision arithmetics
- ODE/PDE solvers
- Approximation theory

###### Statistics

- Time series analysis
- Bayesian inference
- Additive models

###### Machine learning

- Echo state networks
- Decision trees / random forest
- PCA / autoencoders

## Technical Stack

###### Python

- numpy
- scipy
- matplotlib
- pandas
- django

###### DS/ML libraries

- scikit-learn
- statsmodels
- torch

###### Web

- HTML
- CSS/Bootstrap
- JavaScript/Vue.js
- Plotly
- Django
- Wagtail

###### Software development

- Linux/Windows/cross-platform
- git/gitlab/SVN
- VSCode

###### Other

- C/C++11/14/17
- SQL
- Latex