Synced Tradition and Machine Learning Series | Part 2: Optimization Basics

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Numerical analysis

Algorithms

Fields of mathematics

Gradient descent

Mathematical optimization

Descent direction

Gauss–Newton algorithm

Stochastic gradient descent

Line search

Subgradient method

Conjugate gradient method

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Synced Tradition and Machine Learning Series | Part 2: Optimization Basics. View article details on hiswai:

Excerpt

In addition, we will extend these ideas to neural network training to provide further insight on these classic topics and their influence in machine learning.

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