/Data-Visualizations-Medium

Understanding Data and Machine Learning Models with Visualizations

Primary LanguageJupyter NotebookMIT LicenseMIT

Understanding Data and Machine Learning Models with Visualizations

Part 1 - PCA and Feature Correlation

  • code/Interactive PCA and Feature Correlation.ipynb
  • code/pca_feature_correlation.py
  • Post on Cascade.Bio blog

Part 2 - Machine Learning Decision Boundary Visualization

  • code/Interactive_Model_Predictions_and_Decision_Boundaries.ipynb
  • Post on Cascade.Bio blog

Part 3 - ROC Curves

  • code/Interactive_ROC_analysis.ipynb
  • code/accstats.py
  • code/roc_pr_curve.py
  • Post on HackerNoon

Note: code was developed in Python 3.6 and likely not backwards compatible because of liberal use of f-strings (sorry not sorry)