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OdincovMD/README.md

Typing SVG

Middle ML Engineer @ Sber · Kaggle Expert · Stepik streak: 665 days

I build applied ML systems across healthcare, computer vision, LLM tooling, IoT, and product engineering.
I like turning research ideas into working services, dashboards, and production-ready prototypes.

Sber GitHub Telegram Kaggle Stepik


Table of Contents


Tech Stack

Languages & Data Python SQL TypeScript C%23 R Scala JavaScript

ML & Infrastructure FastAPI PostgreSQL Elasticsearch React .NET Hadoop Spark Redis MinIO Docker Linux Bash Groovy Ollama


GitHub Stats

GitHub Streak


Latest Builds

Recent work I am especially excited about:

  • Sintezum — university tech entrepreneurship platform with labs, organizations, vacancies, scientific requests, roles, admin flows, and production Docker setup.
  • laser-energy-monitor — WPF desktop application for laser-energy measurement, stability checks, export, simulation mode, and BeamGage/Ophir equipment integrations.
  • arduino-bridge — Arduino + ESP8266 bridge with a lightweight text protocol, FastAPI backend, PostgreSQL storage, nginx edge proxy, and device command queue.
  • ai-copilot-for-learning-on-Stepik — product and architecture concept for a Stepik learning copilot that supports understanding without giving away ready answers.
  • skin-cancer-ai + img2txt — interpretable dermoscopy pipeline with segmentation, Kittler-style decision logic, feature extraction, ranking, and clinical description generation.

Featured Projects

Project Description Stack Live
Sintezum Platform for university technology entrepreneurship: labs, organizations, vacancies, scientific requests, subscriptions, admin panel, and production ops docs FastAPI React PostgreSQL Elasticsearch MinIO sintezum.ru
LDT Real-time CTG monitor for early fetal hypoxia risk: live stream, FIGO-inspired features, CatBoost risk model, history mode, and clinical reports Python FastAPI React ML Docker ctg-ldt.ru
skin-cancer-ai Interpretable melanoma analysis system with YOLO/UNet segmentation, Kittler-style decision tree, Celery pipeline, auth, profile, API docs, and MinIO storage Computer Vision FastAPI React Celery Docker skin-cancer-ai.ru
img2txt Internal description service for dermoscopy cases: image+mask features, bucketing, importance ranking, LLM-based clinical text, and callback flow Medical AI Computer Vision LLM SQLite skin-cancer-ai.ru
laser-energy-monitor Desktop tool for laser-energy measurements, stability estimation, exports, simulation mode, and BeamGage/Ophir integrations C# .NET Framework 4.8 WPF x86 -
arduino-bridge IoT bridge between Arduino Uno/Nano + ESP8266 and a VPS backend with command/result/state/event protocol Arduino ESP8266 FastAPI PostgreSQL nginx -
ai-copilot-for-learning-on-Stepik Product docs and architecture for an AI sidebar that summarizes Stepik lessons, highlights pitfalls, and keeps learning guardrails explicit Product LLM Browser Extension Architecture -
Sber Grace Assistant Local finance assistant: SMS parsing via Ollama, grace-period tracking, Celery schedules, VK reports, investment lots, and CBR/MOEX integrations Python Ollama FastAPI Celery PostgreSQL -
Practice Early pneumonia diagnosis system based on chest X-ray images Deep Learning Medical Imaging FastAPI api.pneumonia-ai.ru
SimpleAutoML Lightweight AutoML system for computer vision experiments AutoML CV Python -

Now: Building scientific platforms, medical AI systems, hardware-adjacent tools, and practical LLM-assisted automation.


Achievements

Badge Description
Kaggle Expert Active participation, shared solutions and notebooks
Stepik Daily learning streak: 665 days (auto-updated from profile)
Education See Education section below

Education


Get in Touch

Telegram Kaggle Stepik

If you find any of my projects useful — a star would mean a lot.

Profile Views

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  1. SimpleAutoML SimpleAutoML Public

    This project contains the simplest implementation of an automatic ml model training system.

    Python 3

  2. Practice Practice Public

    System for the early diagnosis of pneumonia based on chest X-ray images.

    Jupyter Notebook 4 1

  3. SamsungIC SamsungIC Public

    Samsung Innovation Campus graduation project

    Jupyter Notebook 2

  4. skin-cancer-ai skin-cancer-ai Public

    Melanoma Detection using Kittler's Method

    Python 3

  5. LDT LDT Public

    Система потокового анализа КТГ и раннего риска гипоксии

    Jupyter Notebook 2

  6. img2txt img2txt Public

    Автоматическое клиническое описание дерматоскопических изображений: признаки → бакетизация → ранжирование → Qwen2.5-7B

    Python 2