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Simple machine learning tools and demos using sklearn and tensorflow

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machine_learning

Simple machine learning tools demonstrated on the classic iris data set as well as other datasets from sklearn.

Python programs in this repo:

  • classifier_tensorflow.py
  • iris_tensorflow.py
  • ml_iris.py
  • ml_plot_tools.py
  • ml_classifier_methods.py

The classifiers used:

  • Naive Bayes
  • Nearest Neighbors
  • RBF SVM
  • Linear SVM
  • Decision Tree
  • Random Forest
  • AdaBoost
  • Neural net
  • Deep Neural Net (TensorFlow)

Images created by running ml_iris.py:

  • ml_classifiers_normalized.png
  • ml_classifiers.png
  • data_3d.png
  • PCA_LDA.png

Images created by running iris_tensorflow.py:

  • iris_tensorflow.png

Images created by running classifier_tensorflow.py:

  • classifier_tensorflow.png

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Simple machine learning tools and demos using sklearn and tensorflow

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