LGMLSep 8, 2019

Lecture Notes: Optimization for Machine Learning

arXiv:1909.03550v113 citations
Originality Synthesis-oriented
AI Analysis

Provides foundational knowledge for students and practitioners in machine learning, but is incremental as it aggregates existing content.

These lecture notes compile educational material on optimization techniques tailored for machine learning, derived from courses and tutorials at Princeton University, MLSS Buenos Aires, and Simons Foundation Berkeley.

Lecture notes on optimization for machine learning, derived from a course at Princeton University and tutorials given in MLSS, Buenos Aires, as well as Simons Foundation, Berkeley.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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