/DS4400-utils

Integrated util package for DS4400

Primary LanguagePython

DDS4400-utils

Integrated util package for DS4400

Setting input data framework by calling utils.ml_utils.set_framework('...') or by macros.
Reference - utils/ml_utils/init.py

Supported input frameworks

NumPy (default)
Pandas

Features

Metrics

  • Mean Squared Error
  • Mean Absolute Error
  • Confusion Matrix
  • Accuracy Sensitivity Specificity Precision F1-Score
  • Mean Perceptron Error
  • Phi Coefficient
  • Cosine Similarity
  • Gini Index
  • Entropy

Optimizers

  • Random Step
  • Gradient Descent
  • Perceptron

Statistics

  • Stateful Naive Bayes

Text Processing

  • Stateful Vectorization

Experimental

  • Stateful KNN
  • Decision Tree