ML & AI Engineering

Data Scientist

Исследование данных и разработка ML-моделей для решения бизнес-задач

Подробнее о роли Все роли

78 навыков

389 требований

101 обязательных

14 доменов

Awareness 78 Working 78 Advanced 79 Expert 154

Уровень:

Все домены Основы программирования 7 Backend Development 2 Базы данных 5 API и интеграции 3 Облако и инфраструктура 4 DevOps и CI/CD 1 Тестирование и QA 3 Безопасность 2 Data Engineering 6 Machine Learning и AI 35 AI-ассистированная разработка 4 Архитектура и проектирование 1 Observability и мониторинг 3 Контроль версий и коллаборация 2

Профили: Awareness Working Advanced Expert -- Клик по уровню — развернуть, клик по требованию — детали и голосование

Основы программирования

7 навыков · 35 требований

Навык	Junior	Middle	Senior	Lead	Principal
Алгоритмы и структуры данных
Алгоритмы и сложность	Awareness	Working	Advanced	Expert	Expert
Структуры данных	Awareness	Working	Advanced	Expert	Expert
ООП и паттерны проектирования
Принципы ООП и SOLID	Awareness	Working	Advanced	Expert	Expert
Паттерны проектирования	Awareness	Working	Advanced	Expert	Expert
Многопоточность и конкурентность
Многопоточное программирование	Awareness	Working	Advanced	Expert	Expert
Асинхронное программирование	Awareness	Working	Advanced	Expert	Expert
Чистый код и рефакторинг
Качество кода и рефакторинг	Awareness	Working	Advanced	Expert	Expert

Backend Development

2 навыков · 10 требований

Навык	Junior	Middle	Senior	Lead	Principal
Веб-фреймворки
Python Web Frameworks	Awareness	Working	Advanced	Expert	Expert
Кэширование
Redis	Awareness	Working	Advanced	Expert	Expert

Базы данных

5 навыков · 25 требований

Навык	Junior	Middle	Senior	Lead	Principal
Реляционные БД
PostgreSQL	Awareness	Working	Advanced	Expert	Expert
Продвинутый SQL	Awareness	Working	Advanced	Expert	Expert
NoSQL базы данных
ClickHouse	Awareness	Working	Advanced	Expert	Expert
Оптимизация БД
Индексирование БД	Awareness	Working	Advanced	Expert	Expert
Оптимизация запросов	Awareness	Working	Advanced	Expert	Expert

API и интеграции

3 навыков · 15 требований

Навык	Junior	Middle	Senior	Lead	Principal
REST API
REST API Design	Awareness	Working	Advanced	Expert	Expert
GraphQL
GraphQL Design	Awareness	Working	Advanced	Expert	Expert
Управление API
Документирование API	Awareness	Working	Advanced	Expert	Expert

Облако и инфраструктура

4 навыков · 20 требований

Навык	Junior	Middle	Senior	Lead	Principal
Контейнеризация
Docker	Awareness	Working	Advanced	Expert	Expert
Kubernetes и оркестрация
Kubernetes Core	Awareness	Working	Advanced	Expert	Expert
Облачные провайдеры
AWS	Awareness	Working	Advanced	Expert	Expert
Сети
Основы сетей	Awareness	Working	Advanced	Expert	Expert

DevOps и CI/CD

1 навыков · 5 требований

Навык	Junior	Middle	Senior	Lead	Principal
CI/CD
GitHub Actions / GitLab CI	Awareness	Working	Advanced	Expert	Expert

Тестирование и QA

3 навыков · 15 требований

Навык	Junior	Middle	Senior	Lead	Principal
Unit-тестирование
Unit-тестирование	Awareness	Working	Advanced	Expert	Expert
Unit-тестирование	Awareness	Working	Advanced	Expert	Expert
Интеграционное тестирование
Интеграционное тестирование	Awareness	Working	Advanced	Expert	Expert

Безопасность

2 навыков · 10 требований

Навык	Junior	Middle	Senior	Lead	Principal
Безопасность приложений
OWASP и безопасность приложений	Awareness	Working	Advanced	Expert	Expert
Практики безопасного кода	Awareness	Working	Advanced	Expert	Expert

Data Engineering

6 навыков · 30 требований

Навык	Junior	Middle	Senior	Lead	Principal
Batch-обработка данных
Apache Spark	Awareness	Working	Advanced	Expert	Expert
Pandas / Polars	Awareness	Working	Advanced	Expert	Expert
SQL-based ETL	Awareness	Working	Advanced	Expert	Expert
Качество данных
Data Quality	Awareness	Working	Advanced	Expert	Expert
Визуализация данных
BI-дашборды	Awareness	Working	Advanced	Expert	Expert
Визуализация данных	Awareness	Working	Advanced	Expert	Expert

Machine Learning и AI

35 навыков · 175 требований

Навык	Junior	Middle	Senior	Lead	Principal
Классический ML
Classical ML (scikit-learn)	Awareness	Working	Advanced	Expert	Expert
Gradient Boosting	Awareness	Working	Advanced	Expert	Expert
Байесовские методы	Awareness	Working	Advanced	Expert	Expert
Снижение размерности	Awareness	Working	Advanced	Expert	Expert
Ансамблевые методы	Awareness	Working	Advanced	Expert	Expert
Дизайн экспериментов	Awareness	Working	Advanced	Expert	Expert
Feature Engineering	Awareness	Working	Advanced	Expert	Expert
Проверка гипотез в ML	Awareness	Working	Advanced	Expert	Expert
Jupyter Notebooks	Awareness	Working	Advanced	Expert	Expert
Pandas / NumPy	Awareness	Working	Advanced	Expert	Expert
Python	Awareness	Working	Advanced	Expert	Expert
scikit-learn	Awareness	Working	Advanced	Expert	Expert
Статистический анализ	Awareness	Working	Advanced	Expert	Expert
Анализ временных рядов	Awareness	Working	Advanced	Expert	Expert
Deep Learning
PyTorch	Awareness	Working	Advanced	Expert	Expert
Reinforcement Learning	Awareness	Working	Advanced	Expert	Expert
TensorFlow / PyTorch	Awareness	Working	Advanced	Expert	Expert
Transfer Learning	Awareness	Working	Advanced	Expert	Expert
Deep Learning	Awareness	Working	Advanced	Expert	Expert
Архитектуры нейросетей	Awareness	Working	Advanced	Expert	Expert
NLP
Transformers и NLP	Awareness	Working	Advanced	Expert	Expert
NLP	Awareness	Working	Advanced	Expert	Expert
Рекомендательные системы
Основы рекомендательных систем	Awareness	Working	Advanced	Expert	Expert
MLOps
MLflow	Awareness	Working	Advanced	Expert	Expert
Feature Stores	Awareness	Working	Advanced	Expert	Expert
Model Serving	Awareness	Working	Advanced	Expert	Expert
Трекинг экспериментов	Awareness	Working	Advanced	Expert	Expert
ML-пайплайны	Awareness	Working	Advanced	Expert	Expert
ML Deployment	Awareness	Working	Advanced	Expert	Expert
Трекинг ML-экспериментов	Awareness	Working	Advanced	Expert	Expert
Оценка ML-моделей	Awareness	Working	Advanced	Expert	Expert
Мониторинг моделей	Awareness	Working	Advanced	Expert	Expert
LLM и генеративный AI
LLM приложения	Awareness	Working	Advanced	Expert	Expert
LLM Fine-tuning	Awareness	Working	Advanced	Expert	Expert
Prompt Engineering для LLM	Awareness	Working	Advanced	Expert	Expert

AI-ассистированная разработка

4 навыков · 19 требований

Навык	Junior	Middle	Senior	Lead	Principal
AI-ассистенты кодирования
GitHub Copilot	Awareness	Working	Advanced	Expert	Expert
Cursor IDE	Awareness	Working	Advanced	Advanced	—
ChatGPT / Claude	Awareness	Working	Advanced	Expert	Expert
Prompt Engineering
Prompt Engineering для кода	Awareness	Working	Advanced	Expert	Expert

Архитектура и проектирование

1 навыков · 5 требований

Навык	Junior	Middle	Senior	Lead	Principal
System Design
Основы System Design	Awareness	Working	Advanced	Expert	Expert

Observability и мониторинг

3 навыков · 15 требований

Навык	Junior	Middle	Senior	Lead	Principal
Логирование
Структурированное логирование	Awareness	Working	Advanced	Expert	Expert
Метрики и мониторинг
Prometheus и Grafana	Awareness	Working	Advanced	Expert	Expert
Distributed Tracing
OpenTelemetry	Awareness	Working	Advanced	Expert	Expert

Контроль версий и коллаборация

2 навыков · 10 требований

Навык	Junior	Middle	Senior	Lead	Principal
Git и workflow
Git Advanced	Awareness	Working	Advanced	Expert	Expert
Code Review
Code Review	Awareness	Working	Advanced	Expert	Expert

Полезное требование?