optimization-modeling
CommunitySolve complex optimization problems.
Data & Analytics#optimization#linear programming#decision optimization#supply chain#mathematical programming#operations research#integer programming
Authorkishorkukreja
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill helps users formulate and solve complex optimization problems, enabling them to find the best possible solutions for decision-making under constraints.
Core Features & Use Cases
- Mathematical Model Formulation: Assists in defining decision variables, objective functions, and constraints for various optimization problem types.
- Solver Integration: Supports Linear Programming (LP), Mixed-Integer Programming (MIP), and Nonlinear Programming (NLP) problems.
- Advanced Techniques: Includes guidance on multi-objective optimization, stochastic optimization, robust optimization, Benders decomposition, and column generation.
- Use Case: A user wants to minimize transportation costs for a logistics network. This Skill can help them define the problem, choose an appropriate model (e.g., LP or MIP), and guide them on using solvers to find the optimal routes and assignments.
Quick Start
Use the optimization-modeling skill to help formulate a linear programming problem for production planning.
Dependency Matrix
Required Modules
pulpscipynumpypandas
Components
scriptsreferences
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: optimization-modeling Download link: https://github.com/kishorkukreja/awesome-supply-chain/archive/main.zip#optimization-modeling Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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