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Intuitive Tutorials

Dear visitor,
Welcome to intuitive tutorials. This website is an attempt to deliver insightful explanations of ideas by building things from scratch and thinking from first principles. I hope you will have some takeaway ideas from here.

Recent Posts

  • SHAP and LIME for Model Interpretability
  • Linear Discriminant Analysis: The Simplest Guide You’ll Ever Read
  • t-SNE and UMAP for Visualization: See the Shape PCA Can’t Show You
  • Principal Component Analysis: A Simple Guide to Compressing Your Features
  • Feature Engineering and Feature Selection: Building Better Inputs Before Any Model Sees Them
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