SeaPearl.jl
Julia hybrid constraint programming solver enhanced by a reinforcement learning driven search. (by corail-research)
awesome-ml4co
Awesome machine learning for combinatorial optimization papers. (by Thinklab-SJTU)
Our great sponsors
| SeaPearl.jl | awesome-ml4co | |
|---|---|---|
| 2 | 1 | |
| 165 | 1,463 | |
| 1.8% | 8.6% | |
| 8.1 | 6.7 | |
| about 1 month ago | about 2 months ago | |
| Julia | Python | |
| BSD 3-clause "New" or "Revised" License | - |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
SeaPearl.jl
Posts with mentions or reviews of SeaPearl.jl.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-06-19.
awesome-ml4co
Posts with mentions or reviews of awesome-ml4co.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-03-04.
-
Application of Deep Reinforcement Learning for Operations Research problems
I’m currently the PI for a program which is using RL for a CO problem. This is a great resource to get started in the field. Feel free to DM me if 1) you have any questions or 2) you want job applying this approach to various problems.
What are some alternatives?
When comparing SeaPearl.jl and awesome-ml4co you can also consider the following projects:
BeautifulMakie - https://lazarusa.github.io/BeautifulMakie/
Awesome-Image-Inpainting - A curated list of image inpainting and video inpainting papers and resources
SurrealNumbers.jl - Implementation of Conway's Surreal Numbers
ecole - Extensible Combinatorial Optimization Learning Environments
OnlineStats.jl - ⚡ Single-pass algorithms for statistics
GNNPapers - Must-read papers on graph neural networks (GNN)
ml4vrp - Geometric Deep Learning Models for Vehicle Routing Problem
Agents.jl - Agent-based modeling framework in Julia
LanguageServer.jl - An implementation of the Microsoft Language Server Protocol for the Julia language.