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ml_utils's Introduction

Machine Learning Utils

Library for functions useful for daily usage on Data Science and Data Analytics fields.

This library includes several kind of utilities which are split by:

  • DICOM utilities for processing of health images from DICOM files.
  • Deep Neural Network utilities for general purposes in this field.
  • Feature Selection utilities for reducing dimensionality of the input data wisely.
  • Image utilities for general preprocessing on images.
  • Plot utilities to facilitate generation of useful plots.
  • Time Series utilities for time transformation and seasonality data extraction.
  • Miscelaneas utilities.

See API documentation here

Instalation

This library requires some dependencies which are mandatory to be able to import the modules. However, some other dependencies are only required for specific functions from the modules, hence, only dependencies in use need to be installed.

Required dependencies

conda install numpy matplotlib pandas tqdm

Optional dependencies

conda install pydicom
conda install scipy
conda install scikit-learn
conda install tensorflow=2
conda install seaborn
conda install catboost
conda install -c menpo opencv

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