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mlcart

Machine Learning Package that does automation for solving Predictive Analytics Problems

Some Usage Results:

image image

Installation

pip install mlcart

  1. Data Validation
  2. Linear Regression
  3. Logistic Regression
  4. Ridge Regression
  5. Lasso Regression
  6. Decision Trees
  7. Random Forest
  8. XGBoost
  9. LightGBM
  10. Optuna

Implemented Cross Validation

  1. Normal outer CV
  2. NestedCV

Explainability

  1. Coefficients
  2. Feature Importances
  3. Shap

Uncertainty

  1. Bootstrapping

Deep Learning Explainability

GradCAM Captum Integrated Gradients

Molecules Property Prediction