# Machine Learning extensions
-r requirements.txt

# Deep Learning
torch>=1.9.0
tensorflow>=2.6.0

# Gradient Boosting
lightgbm>=3.2.0
xgboost>=1.4.0
catboost>=0.26.0

# Feature Engineering
feature-engine>=1.0.2
category_encoders>=2.2.2

# Model Analysis
shap>=0.39.0
lime>=0.2.0
eli5>=0.11.0

# Hyperparameter Optimization
optuna>=2.8.0
hyperopt>=0.2.5
bayesian-optimization>=1.2.0

# Data Processing
imbalanced-learn>=0.8.0
scikit-optimize>=0.8.1
