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Alchina /al.ki.na/

Build Status PyPI - Python Version Coverage Status Code style: black license

Alchina is a Machine Learning framework.

Capabilities

Regressors

  • Linear regressor
  • Ridge regressor

Classifiers

  • Linear classifier
  • Ridge classifier
  • K-Nearest Neighbors

Clusters

  • K-Means

Optimizers

  • Gradient descent
  • Stochastic gradient descent
  • Mini-batch gradient descent

Preprocessors

  • Min-max normalization
  • Standardization
  • PCA

Metrics

  • R2 score
  • Confusion matrix
  • Accuracy score
  • Precision score
  • Recall score
  • F-Beta score
  • F-1 score

Model selection

  • Split dataset

Disclamer

This framework is designed for educational purposes and does not focus on performance. Therefore, I would not recommend using it on a real-world application.