Artem Kondyukov, Artificial Intelligence (AI) Developer in Saint Petersburg, Russia
Artem Kondyukov

Artificial Intelligence (AI) Developer in Saint Petersburg, Russia

Member since May 11, 2016
Artem has a wide range of interests, mainly in the realm of machine learning applications for computer vision. He has been developing pipelines for computer-aided diagnosis systems (CNN, Python and Keras, NumPy, TensorFlow). He has experience in client-server applications for laser shooting galleries (C++ and Qt). He has developed a couple of simple web services (Python and Django, Scala and Play.)
Artem is now available for hire

Portfolio

Experience

Location

Saint Petersburg, Russia

Availability

Part-time

Preferred Environment

Git, Jupyter, PyCharm, Linux

The most amazing...

...project I've been involved in is a machine-learning based system aiding chemists to obtain desired molecules.

Employment

  • Head of Small Molecule Drug Discovery

    2020 - PRESENT
    Biocad
    • Managed a team that built a web service storing data about synthetized molecules.
    • Reduced time required for product teams to reach milestones by introducing Scrum framework techniques.
    • Reached a milestone (hit identification) in a drug discovery project while leading a cross-functional team of synthetic chemists, cell biologists, and medicinal chemists.
    Technologies: Scrum, Agile, Management, Strategy
  • Data Analyst

    2016 - 2019
    BIOCAD
    • Constructed a VAE-based generative model for molecule properties optimization; used Python and Keras.
    • Implemented a library for reading, writing, and searching through molecules; used the following stack of Haskell.
    • Built a system of machine learning models to predict ways in obtaining a certain chemical molecule; used Python, Keras.
    • Managed a team that built data pre- and postprocessing pipelines. The data obtained from different databases of chemical reactions.
    Technologies: Haskell, TensorFlow, Python
  • Junior Researcher

    2015 - 2016
    Innopolis University
    • Constructed a pipeline for left ventricle segmentation on chest MRIs.
    • Developed several pipelines for segmenting lungs, clavicles, and ribs on X-ray images using CNN.
    • Initated the development on a bone suppression system based on neural network regressors.
    • Conducted research in the field of X-ray image segmentation.
    • Took part in ISBI 2016 so as to build my professional network and dive into current trends in medical imaging.
    Technologies: TensorFlow, Keras, Python
  • Bioinformatician

    2014 - 2015
    Institute of Cytology and Genetics
    • Developed a pipeline for sequencing data analysis (finding single nucleotide polymorphisms and their potential roles in behavior).
    • Performed molecular biological routines.
    • Developed a pipeline for primer design using the existing software and databases.
    Technologies: Python
  • Lab Intern

    2013 - 2014
    Institute of Chemical Biology and Fundamental Medicine
    • Performed molecular biological routines.
    • Used short-read aligners so as to build phage genomes.
    • Utilized databases for genome scaffolding and gene detection and annotation.
    • Employed cluster analysis for phylogeny tree construction.
  • Junior Developer

    2011 - 2013
    Laser Ruby
    • Built a cross-platform server-client application for controlling multiple screens in laser shooting galleries.
    • Created a game for evaluating guard knowledge.
    • Maintained and documented existing and developing software.
    • Developed an application to launch games on multiple-screen machines.
    Technologies: Qt, WinAPI, C++

Experience

Skills

  • Languages

    Python, Python 3, Haskell, C++, SQL, R
  • Industry Expertise

    Bioinformatics
  • Libraries/APIs

    TensorFlow, WinAPI, Keras, SciPy, NumPy, Scikit-learn
  • Tools

    Git, PyCharm, Jupyter, MATLAB
  • Other

    Machine Learning, Deep Learning, Computer Vision, Artificial Intelligence (AI), Genomics, Molecular Biology, Simulations, Strategy, Computer Science, Biology
  • Frameworks

    Qt, Django, Flask
  • Paradigms

    Functional Programming, Extreme Programming, Scrum, Agile, Management
  • Platforms

    Linux
  • Storage

    PostgreSQL

Education

  • Master's Degree in Bioinformatics
    2017 - 2019
    ITMO University - Saint Petersburg
  • Bachelor's Degree in Computer Science
    2015 - 2017
    Innopolis University - Tatarstan
  • Bachelor's Degree in Biology
    2011 - 2015
    Novosibirsk State University - Novosibirsk

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