Online Course Support | Practical Reinforcement Learning

How can we speed up the DQN training process?

ByAdmin October 9, 2021October 9, 2021

Use a smaller model.

Do not use pooling.

Stack more layers.

Use stacked state and action as input.

Use smaller input.

Use upsampling.

Use strides.

Parallelize learning.

Stack 4 last states together.

Question 6

What are the possible ways to improve experience replay (buffer)?

1 point

Use smaller buffer (up to 1 thousand).

Sample whole sessions from an experience replay instead of single experience (S,A,R,S’) tuples.

Use larger buffer (up to 1 million).

Use samples more wisely – taking into account their contribution to the training process.

Add more statistics to it, such as gamma, current learning rate, current step/epoch.

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How can we speed up the DQN training process?

2.

6.

Review question: A customer purchasing a mobile phone for personal use has buying power than when purchasing mobile phones for __.

Suppose you want to switch transaction partners. In which of the situations described in the following do you incur direct switching costs?

Which of the following is NOT a factor in cost of materials?

Suppose your client is designing software to be used by orthopedic surgeons. They want to know how likely a busy surgeon would be to adopt this new system within that specialization. Which method is best?

Which one of the following is NOT a possible side effect of conventional (non-organic) agriculture?

Why might an acquisition be advantageous for a firm?

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