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General Optimization for Machine Learning

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Inclusive Across Fields

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Constraint Optimization
Linear programming
Quadratic programming
Interior point method
Smooth Optimization with a Cost Function
Gradient
Gradient descent
Lagrange multiplier
Regularization (mathematics)
Advanced Smooth Methods for Reducing Speed of Convergence
Stochastic gradient descent
Online machine learning