Article Source

• Title: Optimization for Machine Learning I
• Authors: Elad Hazan, Princeton University

Optimization for Machine Learning

Abstract

In this tutorial we’ll survey the optimization viewpoint to learning. We will cover optimization-based learning frameworks, such as online learning and online convex optimization. These will lead us to describe some of the most commonly used algorithms for training machine learning models.

Optimization for Machine Learning I

Optimization for Machine Learning II

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