**Machine Learning and Data Mining: Lecture Notes**

by Aaron Hertzmann

**Publisher**: University of Toronto 2010**Number of pages**: 134

**Description**:

Contents: Introduction to Machine Learning; Linear Regression; Nonlinear Regression; Quadratics; Basic Probability Theory; Probability Density Functions; Estimation; Classification; Gradient Descent; Cross Validation; Bayesian Methods; Monte Carlo Methods; Principal Components Analysis; Lagrange Multipliers; Clustering; Hidden Markov Models; Support Vector Machines; AdaBoost.

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