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Chapter II

Classical Machine Learning

The models that still win on tabular data, and the unsupervised tools for finding structure without labels.

In this chapter

■□□ Foundations ■■□ Practitioner ■■■ Research
  1. § 1 Decision Trees In preparation Level: Foundations
  2. § 2 Gradient Boosting In preparation Level: Practitioner
  3. § 3 Support Vector Machines In preparation Level: Practitioner
  4. § 4 k-Means Clustering In preparation Level: Foundations
  5. § 5 Principal Component Analysis In preparation Level: Practitioner

Topics: Decision trees · Boosting · SVMs · k-means · PCA · Formats: Explainers · scikit-learn · Data sheets