Comments (3)
finetune a new work based on the trained model
Hi, are you trying to do transfer learning to apply the trained model to a similar task in the HFO (soccer) environment, or just optimising the hyperparameters for (M)P-DQN on HFO?
from mp-dqn.
Yes, I have trained a model with 1 offense-agent and 0 defense-npc, and I transfer this model to 1 offense-agent and 1 defense-npc, I modified some layers in pytorch with random initialization. It worked! However, there is a new issue I would like to ask u , I am trying to use this model in a 2 offense-agents and 2 defense-agents work (a multi-agents work), I have no idea about that. Could u please leave me a mail address if u are convenient? Some details need to be consulted, Thanks a lot.
from mp-dqn.
Nice work 👍
P-DQN in its original form really only considers single, independent agents. There has been some work in multi-agent reinforcement learning with parameterised actions, such as https://arxiv.org/abs/1903.04959 . Your best bet would be to use their algorithm which is designed with multiple agents in mind, or extend P-DQN in a similar fashion.
It's also a bit difficult to transfer models trained using fewer agents on HFO since the state space increases with every agent added to the environment. If you want to discuss this more you can email me at: mpdqn at pm.me
from mp-dqn.
Related Issues (5)
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from mp-dqn.