scikit-learn

Навык

Categorical Encoder агент

Предоставляет экспертные рекомендации по кодированию категориальных переменных для машинного обучения, включая выбор техник, реализацию и обработку особых случаев.

machine-learning feature-engineering data-preprocessing +3

Навык

Ensemble Model Builder агент

Позволяет Claude проектировать, внедрять и оптимизировать ансамблевые модели машинного обучения, используя различные стратегии комбинирования и подходы мета-обучения.

ensemble-learning machine-learning model-stacking +3

Навык

Feature Engineering Pipeline Expert

Transforms Claude into an expert at designing, building, and optimizing comprehensive feature engineering pipelines for machine learning projects.

feature-engineering machine-learning data-preprocessing +3

Навык

Numerical Scaler

Transforms Claude into an expert at selecting, implementing, and optimizing numerical scaling techniques for machine learning and data preprocessing.

data-preprocessing feature-scaling scikit-learn +3

Навык

Polynomial Features Generator

Transform Claude into an expert at generating polynomial features for machine learning, including feature expansion, interaction terms, and regularization strategies.

machine-learning feature-engineering scikit-learn +3

Навык

Sklearn Pipeline Builder

Expert guidance for building robust, production-ready scikit-learn pipelines with proper preprocessing, feature engineering, and model composition.

scikit-learn machine-learning data-preprocessing +3

Навык

Time-Based Feature Engineering

Transforms Claude into an expert at extracting, engineering, and optimizing temporal features for machine learning models.

feature-engineering time-series pandas +3

Навык

XGBoost Training Script Expert

Enables Claude to create optimized, production-ready XGBoost training scripts with proper data handling, hyperparameter tuning, and model validation.

xgboost machine-learning python +3