jkitchin

generative-optimization

A skill on generative optimization for using Gaussian Mixture Models and Conditional Flow matching models for optimization tasks.

jkitchin 36 8 Updated 7mo ago
GitHub

Install

npx skillscat add jkitchin/skillz/generative-optimization

Install via the SkillsCat registry.

About this skill

This skill provides tools for generative optimization using Gaussian Mixture Models and Conditional Flow matching models to solve complex optimization problems. It addresses scenarios where traditional optimization methods struggle with multimodal or high-dimensional search spaces. Developers should use this skill when implementing optimization tasks that benefit from probabilistic modeling and generative approaches to explore solution landscapes.

SKILL.md

Generative Optimization

A skill on generative optimization for using Gaussian Mixture Models and Conditional Flow matching models for optimization tasks.

Usage

When to use this skill:

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Instructions

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Examples

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