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Machine Learning and having it Deep and Structured (MLDS) in 2018 spring

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hi,where is actor-critic code?

I would like to know why the data from the test set is used during the training phase. Shouldn't training sets be used?

I notice that your loss in WGAN GP is different from that in the original paper. From the theory of GAN, the loss should just use D and don't need...

Can this training work for another dataset? For instance sign langage dataset.

Do you have the code to extract video features? How to achieve MSVD dataset feat/video.npy by using VGG16?

how to obtain label.json? video caption

I have no GPU,the training process is too slow and i find the agent interacting with the environment spends much time.so I wanna know the total training time. thanks!

When I run python main.py --train_pg the reward or Avg.reward is negative. What' s wrong with it?