ML-инженер

IBS • Russian: C1 • Information Technology • Software • Python • 11 hours ago
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Salary
≈ $23k – $50k per year (Estimated)
Location
Remote (EAEU)
Seniority
Middle · 3+ years exp
Employment
Full-Time
Overview
Company
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IBS

IBS is one of Russia’s oldest and largest digital transformation partners, system integrators, and IT consulting enterprises headquartered in Moscow, Russia. Founded in 1992 by Anatoly Karachinsky and Sergey Matsotsky, the accredited IT holding is led by General Director Grigory Kocharov and operates on a B2B and B2G system integration, management consulting, custom software development, IT outsourcing, and enterprise platform deployment model.
ibs.ru • HQ: Moscow, Russia • IT Consulting • Software • Information Technology • Est. 1992

О проекте: Производство синтетических данных для тестирования. Работа над созданием API-сервисов для ML-моделей, деплойментом в контейнеризованной инфраструктуре с использованием OpenShift. В стеке активно используются PyTorch, scikit-learn, FastAPI, Docker и Python

Обязанности:

  • Разбор логов приложения с ПРОМ среды, нахождение и фикс багов на разных сервисах
  • Поддержка и усовершенствование REST API для ML-моделей на FastAPI
  • Оптимизация ML алгоритмов
  • Упаковка приложений в Docker-контейнеры
  • Взаимодействие с командами DevOps и backend-разработки.
  • Создание средств мониторинга, отладка и поддержка моделей в продакшн
Требования:
  • Опыт коммерческой разработки на Python от 3 лет
  • Понимание принципов работы алгоритмов машинного обучения и опыт работы с ML библиотеками PyTorch и scikit-learn
  • Опыт разработки API с использованием FastAPI (или аналогичных фреймворков).
  • Навыки контейнеризации приложений с помощью Docker
  • Опыт работы с Kubernetes/OpenShift или другими системами оркестрации
  • Понимание принципов CI/CD, логирования и мониторинга ML-сервисов
  • Умение работать с git и системой управления задачами (Jira, YouTrack и др.)

  • Опыт продакшн-деплоя ML-моделей.

  • Опыт оптимизации моделей для inference

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