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
A PyTorch library for all things Reinforcement Learning (RL) for Combinatorial Optimization (CO)
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.
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
Open-source, state-of-the-art vehicle routing problem solver in an easy-to-use Python package.
Algorithm for Cutting Stock Problem using Google OR-Tools. Link to the tool:
Improve Warehouse Productivity using Order Batching
Une liste de ressources sur tout ce qui touche à la prise de décision : vidéos, tutoriels, livres, documents, thèses, articles, datasets et libs open source.
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 curated list of mathematical optimization courses, lectures, books, notes, libraries, frameworks and software.
Supply Chain Optimization with Python
A collection of NVIDIA cuOpt samples and other resources
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