Senior Azure Data Engineer
... Blob Storage. Knowledge of Azure Data Factory (ADF), Azure Databricks, Azure Synapse Analytics (formerly SQL Data Warehouse), and other Azure data tools. Data Modeling and Database Design: Experience ...
Data Scientist (Senior)
Қала :
Казахстан, Алматы
Компания :
Банк ЦентрКредит
Жалақы :
Табылды :
13 hours ago
Сипаттама
ЕСЛИ ВАМ ИНТЕРЕСНО:
- Строить модели оптимизации промо-кампаний (Response модели, Uplift моделирование, NBO/NBA/NBC и т.д.);
- Поддерживать и контролировать метрики моделей в prod, консультировать пользователей по работе ML-моделей;
- Интерпретировать результаты функционирования моделей машинного обучения;
- Разрабатывать и стандартизировать ML-пайплайны;
- Участвовать в разработке и адаптации алгоритмов из научных статей / расширять собственную библиотеку алгоритмов на тему Customer Success;
- Проводить A/B тестирование;
-
Продумывать архитектуру и разработку пайплайнов по организации, сбору и хранению данных, необходимых для ML-моделей;
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Разрабатывать CI/CD пайплайны на базе GitLab (Pytest/Unittest, Cookiecutter);
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Заниматься написанием сервисов для онлайн-моделей и их мониторинга (REST/FastAPI);
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Разрабатывать и интегрировать Feature Store в ML-процессы (HDFS, Airflow);
-
Разрабатывать ключевые компоненты инфраструктуры (например, интеграция с фреймворком А/Б тестирования).
Стек:
- Python, AirFlow, MLflow, Hadoop, Oracle, SQL, PL/SQL, Linux, Bash, Gitlab.
МЫ БУДЕМ РАДЫ РАССМОТРЕТЬ ВАШУ КАНДИДАТУРУ, ЕСЛИ У ВАС ЕСТЬ:
- знание Python, Jupyter notebook, SQL, PyTorch, Linux, bash;
- уверенное знание статистики, алгоритмов ML и DL, теории проведения A/B тестов;
- опыт разработки пайплайнов ML/DL и постановки на prod;
- желателен опыт в разработке рекомендательных систем;
- опыт создания версионируемых DS пайплайнов (GIT, Mlflow);
- умение объяснять и адаптировать сложные системы и технические термины для нетехнических специалистов.
Будет плюсом:
- Экспертиза в MLOps, опыт проведения A/B-тестов, знание и применение глубокого обучения.
Ұқсас бос орындар
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