LLM Engineer
Обучение, fine-tuning, оптимизация и деплой больших языковых моделей
Уровень:
Основы программирования
8 навыков · 40 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 |
| Системы типов | |||||
| Типобезопасность и системы типов | Awareness | Working | Advanced | Expert | Expert |
Backend Development
5 навыков · 25 требований| Навык | Junior | Middle | Senior | Lead | Principal |
|---|---|---|---|---|---|
| Веб-фреймворки | |||||
| Python Web Frameworks | Awareness | Working | Advanced | Expert | Expert |
| Кэширование | |||||
| Redis | Awareness | Working | Advanced | Expert | Expert |
| Фоновые задачи | |||||
| Task Queues | Awareness | Working | Advanced | Expert | Expert |
| Поисковые движки | |||||
| Elasticsearch / OpenSearch | Awareness | Working | Advanced | Expert | Expert |
| Файловое и объектное хранилище | |||||
| S3 / Object Storage | Awareness | Working | Advanced | Expert | Expert |
Базы данных
2 навыков · 10 требований| Навык | Junior | Middle | Senior | Lead | Principal |
|---|---|---|---|---|---|
| Реляционные БД | |||||
| PostgreSQL | Awareness | Working | Advanced | Expert | Expert |
| Оптимизация БД | |||||
| Индексирование БД | Awareness | Working | Advanced | Expert | Expert |
API и интеграции
5 навыков · 25 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 |
| Протоколы API | |||||
| Server-Sent Events и Streaming | Awareness | Working | Advanced | Expert | Expert |
| gRPC | |||||
| gRPC и Protocol Buffers | Awareness | Working | Advanced | Expert | Expert |
| Управление API | |||||
| Документирование API | Awareness | Working | Advanced | Expert | Expert |
Облако и инфраструктура
6 навыков · 30 требований| Навык | Junior | Middle | Senior | Lead | Principal |
|---|---|---|---|---|---|
| Контейнеризация | |||||
| Docker | Awareness | Working | Advanced | Expert | Expert |
| Kubernetes и оркестрация | |||||
| Kubernetes Core | Awareness | Working | Advanced | Expert | Expert |
| Kubernetes и оркестрация | Awareness | Working | Advanced | Expert | Expert |
| Infrastructure as Code | |||||
| Terraform | 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
1 навыков · 5 требований| Навык | Junior | Middle | Senior | Lead | Principal |
|---|---|---|---|---|---|
| Batch-обработка данных | |||||
| Pandas / Polars | Awareness | Working | Advanced | Expert | Expert |
Machine Learning и AI
34 навыков · 170 требований| Навык | Junior | Middle | Senior | Lead | Principal |
|---|---|---|---|---|---|
| Классический ML | |||||
| Python | Awareness | Working | Advanced | Expert | Expert |
| Deep Learning | |||||
| PyTorch | 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 |
| Токенизация | Awareness | Working | Advanced | Expert | Expert |
| NLP | Awareness | Working | Advanced | Expert | Expert |
| MLOps | |||||
| MLflow | 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 |
| RAG-архитектура | Awareness | Working | Advanced | Expert | Expert |
| Векторные базы данных | Awareness | Working | Advanced | Expert | Expert |
| AI Agent Frameworks | Awareness | Working | Advanced | Expert | Expert |
| Распределённое обучение | Awareness | Working | Advanced | Expert | Expert |
| Embeddings и векторные БД | Awareness | Working | Advanced | Expert | Expert |
| LLM Alignment | Awareness | Working | Advanced | Expert | Expert |
| Деплой LLM | Awareness | Working | Advanced | Expert | Expert |
| Оценка LLM | Awareness | Working | Advanced | Expert | Expert |
| Prompt Engineering для LLM | Awareness | Working | Advanced | Expert | Expert |
| RAG (Retrieval-Augmented Generation) | Awareness | Working | Advanced | Expert | Expert |
| Безопасность LLM | Awareness | Working | Advanced | Expert | Expert |
| Масштабирование LLM | Awareness | Working | Advanced | Expert | Expert |
| RLHF | Awareness | Working | Advanced | Expert | Expert |
| Архитектура Transformer | Awareness | Working | Advanced | Expert | Expert |
| vLLM и инференс | Awareness | Working | Advanced | Expert | Expert |
AI-ассистированная разработка
6 навыков · 30 требований| Навык | Junior | Middle | Senior | Lead | Principal |
|---|---|---|---|---|---|
| AI-ассистенты кодирования | |||||
| GitHub Copilot | Awareness | Working | Advanced | Expert | Expert |
| Cursor IDE | Awareness | Working | Advanced | Expert | Expert |
| ChatGPT / Claude | Awareness | Working | Advanced | Expert | Expert |
| Prompt Engineering | |||||
| Prompt Engineering для кода | Awareness | Working | Advanced | Expert | Expert |
| MCP и AI-инструменты | |||||
| Model Context Protocol | Awareness | Working | Advanced | Expert | Expert |
| AI Agents для разработки | 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 |
XR: AR/VR/MR
1 навыков · 5 требований| Навык | Junior | Middle | Senior | Lead | Principal |
|---|---|---|---|---|---|
| 3D-графика и вычисления | |||||
| GPU-программирование | Awareness | Working | Advanced | Expert | Expert |