Machine Learning Notes

2013 Sang Han

A collection of notes and useful articles on numerical algorithms.

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Definitions

Markov Chains: A special type of stochastic process. The standard definition of a stochastic process is an ordered collection of random variables:

Self-Organized Criticality (SOC): “Self-Organized” means that from any initial condition, the system tends to move toward a critical state, and stay there, without external control. A system is “critical” if it is in transition between two phases.

Kernel Density Estimation: Because fuck histograms.

Regression:

  • Least Squares
  • Ridge Regression
  • Last Angle Regression
  • Elastic Net
  • Kernel Ridge Regression
  • Support Vector Machines (SVR)
  • Partial Least Squares (PLS ...
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