Data Scientist for industrial AI

Quantum One

United States

Remoto

USD 76.000 - 137.000

Part-time

2 giorni fa
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Descrizione del lavoro

Quantum One ищет специалиста по данным и ML для разработки и внедрения аналитических решений в промышленности, с акцентом на экспорт моделей в продакшн. Работа включает перевод бизнес-целей клиентов в задачи моделирования и создание воспроизводимых пайплайнов.

Требуется опыт не менее 5 лет в прикладной data science, сильная статистика, временные ряды, детекция аномалий, знание методов оптимизации; владение MLflow и английским языком; преимущество — опыт в энергетике, логистике или производстве.

Competenze

  • Не менее 5 лет практической data science с моделями в продакшене.
  • Сильная статистическая база, работа с неопределенностью и причинным выводом.
  • Глубокий опыт временных рядов и детекции аномалий.
  • Знание методов оптимизации (OR, RL) и практический подход к ним.
  • Опыт работы с MLflow и стандартными pipelines ML в продакшене.

Mansioni

  • Перевод целей клиента в задачи моделирования с метриками и данными.
  • Выбор и обоснование аналитических методов для промышленных задач.
  • Объяснение методологии и ограничений заинтересованным сторонам.
  • Доставлять воспроизводимые пайплайны моделирования для команды.
  • Развертывание моделей в продакшене совместно с инженерами (Databricks, MLflow, инференс).

Conoscenze

прикладная дата-сайенс
моделирование временных рядов
детекция аномалий
методы оптимизации
английский язык

Strumenti

MLflow

Descrizione del lavoro

Описание:

Quantum One is an Abu Dhabi-based AI consulting and solutions company that designs and deploys AI/ML systems for industrial clients across the energy, logistics, manufacturing, and infrastructure sectors in the UAE.

Задачи:
  • Translate client operational objectives into modelling tasks with agreed success metrics, constraints, and data requirements
  • Select and justify analytical methods for industrial problems, including time-series analysis, anomaly detection, forecasting, optimisation, and computer vision; develop custom approaches when standard methods are insufficient
  • Explain methodology, assumptions, and limitations to client stakeholders, including non-technical operations leadership
  • Deliver reproducible modelling pipelines that colleagues can execute and extend independently
  • Deploy models to production with the engineering team on Databricks, including MLflow tracking and registry, inference services, monitoring, and retraining
Требования:
  • At least five years of applied data science experience with models in production
  • Strong statistical foundations, including uncertainty and causal reasoning applied to operational data
  • Deep experience in time-series modelling and anomaly detection
  • Working knowledge of optimisation methods (OR, RL)
  • Hands-on experience with MLflow and standard production ML workflows
  • Professional fluency in English
  • Будет плюсом: experience in industrial, energy, logistics, or manufacturing environments
Условия:
  • Contractor engagement
  • Competitive compensation
  • Required overlap with Gulf Standard Time (UTC+4)
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