Awesome machine learning for combinatorial optimization papers.
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Updated
Mar 1, 2024 - Python
Awesome machine learning for combinatorial optimization papers.
OptaPlanner quick starts for AI optimization: many use cases shown in many different technologies.
Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement Learning as a Service (RaaS) for real-world resource optimization problems.
Adaptive large neighbourhood search (and more!) in Python.
Supplychainpy is a Python library for supply chain analysis, modelling and simulation. The library assists a workflow that is reliant on Excel and VBA.
Environments for OR and RL Research
The open source AI solver. Timefold is the successor of OptaPlanner, by the OptaPlanner team. Optimize the vehicle routing problem, employee rostering, task assignment, maintenance scheduling and other planning problems
Some lecture notes of Operations Research (usually taught in Junior year of BS) can be found in this repository along with some Python programming codes to solve numerous problems of Optimization including Travelling Salesman, Minimum Spanning Tree and so on.
A PyTorch library for all things Reinforcement Learning (RL) for Combinatorial Optimization (CO)
Get started with Timefold quickstarts here. Timefold is the successor of OptaPlanner, by the OptaPlanner team. Optimize the vehicle routing problem, employee rostering, task assignment, maintenance scheduling and other planning problems
Algorithm for Cutting Stock Problem using Google OR-Tools. Link to the tool:
Open-source, state-of-the-art vehicle routing problem solver in an easy-to-use Python package.
Improve Warehouse Productivity using Order Batching
An evergrowing, professionally curated list of resources on everything decision-making
ALNS header-only library (loosely) based on the original implementation by Stefan Ropke.
An improvement-based Deep Reinforcement Learning Algorithm presented in paper https://arxiv.org/abs/1912.05784v2 for solving the TSP problem.
A collection of algorithms for the (Resource) Constrained Shortest Path problem in Python / C++ / C#
A collection of NVIDIA cuOpt samples and other resources
Supply Chain Optimization with Python
A curated list of mathematical optimization courses, lectures, books, notes, libraries, frameworks and software.
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