Konstantin Dobrokhodov

Bis 2020, Computer Vision Engineer, State Research Institute of Aviation Systems (GosNIIAS)

SBER, Russische Föderation

Über mich

Experience: - Development of solutions for computer vision tasks based on classical algorithms and neural networks. Selection of metrics. - Training and optimization of neural networks and their output to production (detection, classification, text recognition, segmentation) - Preparation / cleaning of data, creation of instructions for marking and their control

Fähigkeiten und Kenntnisse

Computer Vision
Neural Networks
Data Science
Image Processing
Python
PyTorch
OpenVINO
Docker
Git
Tensorflow
Onnx

Werdegang

Berufserfahrung von Konstantin Dobrokhodov

  • Bis heute 3 Jahre und 10 Monate, seit Aug. 2020

    Data Scientist (Computer Vision)

    SBER

    Task: Development of OCR legal documents to extract text and data from stamps. Executed: - Optimization of old developments. The execution speed of classic CV algorithms has been increased by 40%, neural networks by 70%; - Code refactoring. Creation of a single format for all models; - Creation of instructions for marking, and approaches for their control; - Optimization of neural networks (ONNX, OpenVINO); - Preparation of a service for output to prod.

  • 1 Jahr und 1 Monat, Aug. 2019 - Aug. 2020

    Computer Vision Engineer

    State Research Institute of Aviation Systems (GosNIIAS)

    Task: Combining multi-spectral images to improve visibility for pilots. Executed: - Choice of metrics; - Image preprocessing using classical CV algorithms; - Searching and cleaning new data, creating queries to generate new data using computer graphics; - Training of neural networks, comparison of quality with alternative approaches.

Ausbildung von Konstantin Dobrokhodov

  • 2 Jahre, Sep. 2018 - Aug. 2020

    Optical engineering

    Bauman Moscow State Technical University

    Development of optical systems and image processing algorithms

  • 4 Jahre, Sep. 2014 - Aug. 2018

    Optical engineering

    Bauman Moscow State Technical University

    Development of optical systems

Sprachen

  • Russisch

    Muttersprache

  • Englisch

    Fließend

  • Deutsch

    Grundlagen

Interessen

Model painting
Blender modeling
Cyberpunk

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