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  • SBER | NUST MISIS
  • Moscow, Russia
  • 22:11 (UTC +03:00)

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KochyanLV/README.md

Lev Kochyan

Data Scientist / ML Engineer

🀹🏽 ML/DS skills

python pandas matplotlib numpy pyspark sklearn catboost pytorch

πŸ“Š Other skills

cpp postgresql git linux bash

πŸ‘¨πŸ»β€πŸ’» Work experience

SBER Risk Modeling & Research:

  • DS Intern (May 2023 - October 2023)
  • Junior DS (November 2023 - December 2023)
  • Junior+ DS (January 2024 - December 2024)
  • Middle DS (January 2025 - present day)

Tasks:

  • Built 3 versions of Risk driven & Profit-Loss (RPL) models for decision-making on consumer loans
  • Built several transactional neural networks (for transactions of length 800 and 5000):
    • SOTA multitask model using transofrmer-based approaches
    • GRU x GigaChat model
    • Linformer model (self-attention with linear complexity)
  • Performed calibration and modeling of the migration matrix for various versions of RPL models
  • Wrote a library for automating calibrations of RPL models - the time was reduced from 2 days to 15 minutes
  • Carried out feature engineering of the credit portfolio
  • Performed ad-hoc analytics on developing models
  • Conducted several interviews for internship positions

πŸŽ“ Education

πŸ† Achievements

🐢 ML/DL pet projects

🎲 Hobbies

  • ⚽ Football
  • πŸ‹οΈ Gym
  • ⛷️ Skiing

πŸ”— Links

android android

Pinned Loading

  1. MLModels MLModels Public

    Classic ML and DL models from scratch

    Jupyter Notebook 2

  2. Face-Recognition-Project Face-Recognition-Project Public

    Deep Learning School Project: Face Recognition (CelebA dataset)

    Jupyter Notebook 1

  3. incllude/AIDAO24 incllude/AIDAO24 Public

    1st place solution of AIDAO24 first stage

    Python

  4. It_Purple_Hack It_Purple_Hack Public

    Forked from danzzzlll/It_purple_hack

    Jupyter Notebook

  5. CP_International CP_International Public

    Jupyter Notebook 2

  6. International_DigitalBreakthtough_BK International_DigitalBreakthtough_BK Public

    Forked from timur-nagimov/international_cp-burger_king-

    Jupyter Notebook