Data Scientist
Исследование данных и разработка ML-моделей для решения бизнес-задач
Уровень:
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 |
| Deep Learning | Awareness | Working | Advanced | Expert | Expert |
| Архитектуры нейросетей | 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 |
| 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 |