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Proofs. Patterns. Probabilities.

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2025 3
2024 1

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Wandering ML Research

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Machine Learning 4 SVM 2 Convex Optimization 1 Math Tricks 1 Online Learning 1 Probability 1 Python 1 Regret Analysis 1
Featured image of post Support Vector Machines (Part III): What Is a Support Vector?
Wandering ML

Support Vector Machines (Part III): What Is a Support Vector?

The points that live on the edge—and why they carry all the weight.

Mar 26, 2025
6 minute read
Featured image of post Support Vector Machines (Part I): What Is a Margin, Really?
Wandering ML

Support Vector Machines (Part I): What Is a Margin, Really?

Understanding the space that separates data—and why it’s more than just geometry.

Mar 12, 2025
5 minute read
Featured image of post Math Tricks for Machine Learning (Part I): Concentration Inequality
Wandering ML

Math Tricks for Machine Learning (Part I): Concentration Inequality

Understanding How Randomness Behaves in Machine Learning

Mar 02, 2025
5 minute read
Featured image of post Regret Analysis of FTRL and OMD Algorithms
Research

Regret Analysis of FTRL and OMD Algorithms

A regret analysis of FTRL and OMD, revealing how mirror maps unify seemingly different online learning algorithms.

Oct 18, 2024
4 minute read
© 2020 - 2025 Sihan Wei
Thank you for reading this far. The internet is a vast and quiet lake. I cast a single stone—and you, finding it here, are the echo.
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