Career Profile

Dear Sir / Madam,

I work as a Modelling Analyst for ABN AMRO bank in Amsterdam. I am a member of a Credit Risk Modelling team, and my daily work comprises data analytics and predictive modelling.

Before, I worked as an Artificial Intelligence Specialist for UNOX S.p.A in Italy. My role concerned software, hardware, and machine learning, with a touch of UI design. Through my work I’ve learned to simplify technicalities, presenting results clearly, with visual data analysis insights.

At UNOX, I was responsible for an Optic.Cooking technology (video link) for intelligent food recognition. The project is the first in the industry, one of a kind, and we are very proud of it!

As a former Research Associate at the Institute of Thermophysics, I cultivated an experimenter mindset and clear communication skills. Since 2014, I’ve been learning a confident public presentation:

  • International Young Physicists’ Tournaments in England (2014) and Thailand (2015);
  • International Student conferences in 2015, 2018, 2019;
  • Numerous university projects, BSc and MSc presentations.

I’m driven by technical projects that simplify our lives. I contribute through an AI-driven YouTube channel and educational Machine Learning blog.

Facts about me:

  • Language lover: certified C1 in English, fluent Italian, progressing in Dutch;
  • Both вegrees with Honors in Bachelors (Physical Informatics) and Masters (Data Science);
  • Patented my BSc project software for the Institute of Thermophysics;
  • Received a fully-funded scholarship at the University of Padua (20 positions, 70000 students);
  • Created an AI-driven YouTube channel (link) and ML blog (link).
  • Silver medal winner at the International Young Physicists’ Tournament, in England (‘14) and Thailand (‘15).

Work experience

Quantitative modelling analyst

December 2023 - Present
ABN AMRO bank, Netherlands

Key responsibilities:

  • Data analysis
  • Model analysis
  • Modelling
  • Documentation

AI specialist

July 2022 - October 2023
Unox S.p.A., Italy

Key responsibilities:

  • Optic.Cooking technology for food recognition (link)
  • Dataset preparation
  • Selection of neural network architectures
  • Preparing pipelines for data processing and model training
  • Evaluating and deploying the models

Research associate

September 2017 - June 2021
Kutateladze Institute of Thermophysics

I worked as a research associate in the laboratory of microfluidics, in the Siberian Branch of Academy of Sciences. My responsibilities included:

  • Implementing software for the dynamic flowrate control
  • Performing experimental research
  • Summarizing experiment results in research papers
  • Publically presenting reports at conferences

Hackathons experience

Unox hackathon

May 28, 2022
Unox S.p.A., Italy

Scored 2nd out of 4 participated teams. 24-hours team hackathon, devoted to:

  • Building predictive models for the cooking state of the food and internal temperature
  • Designing the structure of the database, for collecting data from customers
  • Brainstorming on new sensors, that can capture important information about the food during cooking

Business game 2022

March 22, 2022
University of Padua, Italy

Hackathon, devoted to building a regression model, to forecast the engagement of users, based on their Twitter metadata. Scored 10th out of 40 participants.

Skoltech university hackathon

January 15 - 17, 2021
Skoltech University, Moscow

Together with profi.ru web portal. Built Machine Learning model to
recognize frauds on web sites. Special prize winner.

Internship experience

Machine vision developer

July 2022 - September 2022
Unox S.p.A., Italy

The internship project was dedicated to developing an object detection system. The achieved performance metrics was 97%, reached on the dataset with only 10 images per class.

Key responsibilities:

  • Dataset preparation
  • Selection of neural network architectures
  • Training, evaluating and deploying the models

Software developer

June 2019 - August 2019
National Tsing Hua University, College of Engineering, Taiwan

The internship project was dedicated to developing a GUI software for image processing and assessing pattern irregularities in flexible printronics. The results were published in the Journal of Micromechanics and Microengineering

References and recommendations

  • Mario Cammarota, Ph.D., UNOX S.p.A.
  • Research Manager (1 year 4 months of cooperation)
  • Marco Pattarello, UNOX S.p.A.
  • Artificial Intelligence Team Leader (1 year 4 months of cooperation)
  • A.Yu. Kravtsova, Ph.D., Kutateladze Institute of Thermophysics SB RAS
  • Research supervisor (4 years of cooperation), Bachelor's thesis supervisor
  • K.F. Lysakov, Ph.D., Institute of Automation and Electrometry SB RAS
  • Dean of the Department of Automation (3 years of cooperation)
  • A.E. Bondar, Ph.D., Novosibirsk State University
  • Dean of the Physics Department
  • A.A. Simonov, Ph.D., Novosibirsk State University
  • Professor at Novosibirsk State University, laboratory course on electomagnetism (6 months of cooperation)

    Patents and diplomas

    Scholarships

    Publications

  • Investigation of the mixing in the T-micromixers at the different inlet flowrate relations
  • Aleksandra Yu. Kravtsova, Pavel E. Ianko, Margarita V. Kashkarova, Arthur V. Bilsky, Igor V. Naumov.
    Interfacial Phenomena and Heat Transfer
  • Estimation of the flows mixing efficiency inside T-micromixer with an external perturbation for low Reynolds numbers
  • Kravtsova A. Yu., Ianko P. E., Kashkarova M. V., Bilsky A. V.
    Journal of Physic, Conference Series
  • Efficient and improved qualification method for patterns with irregular edges in printed electronics
  • Ting-Jeng Liu, Shao-Min Hsu, Meng-JhuWu, Pavel Ianko, Cheng-Yao Lo.
    Journal of Micromechanics and Microengineering
  • Investigation of the perturbation flow in a T-microchannel using the LIF technique
  • Kravtsova A. Yu., Ianko P.E., Kashkarova M. V., Bilsky A. V.
    Journal of visualization
  • Influence of External Periodic Perturbation on the Flow in T-Microchannel
  • Kravtsova A.Yu., Ianko P.E., Meashalkin Yu.E., Bilsky A.V.
    AIP conference proceedings 2018

    Conferences

  • Presentation of Optic.Cooking technology for professional ovens.
  • UNOX AI team (Marco Pattarello, Davide Checchinato, Pavel Ianko)
    HOST Milano 2023, October 13-17, 2023
  • Experimental Investigation of the fluid flow structure in T-type micromixers for varied inlet flowrates ratio
  • P.E. Ianko, A.Yu. Kravtsova.
    International conference on the methods of aerophysical research, November 1-7, 2020
  • Influence of the inlet flowrates ratio on the fluid mixing inside T-type micromixer for low Reynolds numbers
  • Kravtsova A.Yu., Kashkarova M.V., Ianko P.E., Bilsky A.V., Kravtsov Yu.V.
    36th Siberian Thermophysics Seminar, 5-7 October 2020
  • Special features of the fluid flow inside a T-type element for low Reynolds numbers and varied flowrate ratios
  • Kravtsova A.Yu., Kashkarova M.V., Ianko P.E., Bilsky A.V., Kravtsov Yu.V.
    V Scientific conference and School for Young Scientists, September 13-20, 2020
  • Algorithm for printed microcircuitry validation in printed electronics
  • P.E. Ianko, J. Liu.
    Proceedings of the 58 th International Scientific Student Conference, Novosibirsk, 10-13 April, 2020, Section of Information technology
  • Investigation of the Mixing Efficiency and the Diffusion in the T micromixers at the Different Relation of the Inlet Flowrates
  • Kravtsova Aleksandra, Ianko Pavel, Kashkarova Margarita, Bilsky Artur.
    International Conference on Engineering, Science and Industrial Applications (ICESI 2019), Japan, Tokyo, 22-24 August, 2019
  • Influence of the periodical external perturbation on the fluid flow in a micron-sized channel
  • Kravtsova A.Yu., Ianko P.E., Kashkarova M.V., Bilsky A.V.
    35 th Siberian Thermophysics Seminar, Russia, Novosibirsk, 27-29 August, 2019
  • Experimental Investigation of the fluid flow inside a T-mixer for different ratios of the inlet Reynolds numbers
  • Ianko P.E.
    57 th International Scientific Student Conference, Novosibirsk, 14-19 April, 2019, Section of Continuous Media Physics
  • Detalization of the perturbed microflow flow structure inside a T-microchannel
  • Ianko P.E., Meshalkin Yu.E.
    25 th Scientific Conference for Student Physicists, Crimea, Sevastopol, 19-26 April, 2019
  • Influence of External Periodic Perturbation on the Flow in T-Microchannel
  • Kravtsova A.Yu., Ianko P.E., Meshalkin Yu.E., Bilsky A.V.
    19 th International Conference on Methods of Aerophysical Research (ICMAR), Russia, Novosibirsk, 13-19 August, 2018
  • Influence of the outer actuation on the flow inside a T-type jet microchannel
  • Ianko P.E.
    56 th International Scientific Student Conference, Novosibirsk, 22-27 April, 2018, Section of Continuous Media Physics