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Signed-off-by: Ruslan Senatorov <55090151+ruslansenatorov@users.noreply.github.com>
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8">
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<title>L-BFGS Solver Course</title>
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<!-- MathJax for LaTeX -->
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<script src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
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<link rel="stylesheet" href="style.css">
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</head>
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<body>
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<header>
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<h1>L-BFGS Solver Course</h1>
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<p>Research-oriented course on quasi-Newton optimization</p>
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</header>
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<section>
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<h2>About</h2>
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<p>
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This project provides a mathematical derivation and production-style
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implementation of the L-BFGS and L-BFGS-B optimization algorithms.
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</p>
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<p>
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$$ B_{k+1}s_k = y_k $$
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</p>
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</section>
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<section>
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<h2>Contents</h2>
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<ul>
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<li>Theory</li>
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<li>Two-loop recursion</li>
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<li>Wolfe line search</li>
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<li>Large-scale experiments</li>
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</ul>
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</section>
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<section>
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<h2>Quick Links</h2>
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<ul>
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<li><a href="https://github.com/SENATOROVAI/lbfgs-solver-course">GitHub Repository</a></li>
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</ul>
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</section>
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<footer>
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<p>MIT License — 2026</p>
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</footer>
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</body>
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</html>

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