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Linear regression and maximum likelihood estimation (MLE)

#linear-regression-and-maximum-likelihood-estimation-mle · 6 entries. Projects, essays and notes, newest first.

02-02-442Feature Matrix (Phi) FormulationNoteLinear regression and maximum likelihood estimation (MLE)02-02-443Gradient of Least-Squares LossNoteLinear regression and maximum likelihood estimation (MLE)02-02-444Least-Squares Objective (Empirical Risk)NoteLinear regression and maximum likelihood estimation (MLE)02-02-445Maximum Likelihood Reconstruction (Orthogonal Projection)NoteLinear regression and maximum likelihood estimation (MLE)02-02-446Normal Equations (MLE Solution)NoteLinear regression and maximum likelihood estimation (MLE)02-02-447Ridge Regression Solution (L₂ Penalty)NoteLinear regression and maximum likelihood estimation (MLE)