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When to stop a DQN agent train?

Hello AI Stack people, I'm in doubt to when i should stop my DQN agent train. I'm traning a DQN agent and i will use a hyperparameter optimization method (probabily random search). So, i need a ...
Vitor Martins's user avatar
3 votes
1 answer
1k views

How do I design the network for Deep Q-Network?

I am playing with deep q-learning and I am thinking about what the proper architecture of a network used for deep q-learning is. I have a very simple environment, basically a 18x18 matrix, where 3 ...
Joysn's user avatar
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3 votes
1 answer
240 views

How should I change the hyper-parameters of the C51 algorithm, in order to obtain higher reward?

I have a scenario where, in an ideal situation, the greedy approach is the best, but when non-idealities are introduced which can be learned, DQN starts doing better. So, after checking what DQN ...
user3656142's user avatar
3 votes
1 answer
3k views

How should I choose the target's update frequency in DQN?

I have been dealing with a problem that I'm trying to solve with DQN. A general question that I have is regarding the target's update frequency. How should it change? Depending on what factor do we ...
Hossein Ostovar's user avatar