LLM Engineer
Обучение, fine-tuning, оптимизация и деплой больших языковых моделей
Уровень:
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 |
| Deep Learning | Awareness | Working | Advanced | Expert | Expert |
| Архитектуры нейросетей | Awareness | Working | Advanced | Expert | Expert |
| TensorFlow / PyTorch | Awareness | Working | Advanced | Expert | Expert |
| Transfer Learning | Awareness | Working | Advanced | Expert | Expert |
| NLP | |||||
| Transformers и NLP | Awareness | Working | Advanced | Expert | Expert |
| NLP | Awareness | Working | Advanced | Expert | Expert |
| Токенизация | 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 |