playing-hard-exploration-games-by-watching-youtube

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playing-hard-exploration-games-by-watching-youtube

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[WIP] Playing Hard Exploration Games by Watching YouTube (Aytar et al., 2018)

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# Playing Hard Exploration Games by Watching YouTube

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A PyTorch implementation of Playing Hard Exploration Games by Watching YouTube (Aytar et al., 2018)

## Installation

First, install FFMPEG for `skvideo.io`.

```
sudo apt-get install ffmpeg
```

Then, install Python packages using `requirements.txt`.

```
pip install -r requirements.txt
```

## Download Video and Audio

To train TDC and CMC, you need videos and audios. Because of their size, they are not included in the repository.

Running `get_av.sh` should automatically download and extract video and audio to `data/`. You can also download them from [my public Google Drive folder](https://drive.google.com/drive/folders/18EomHIBO9nUbBvllw0uG6SojlR7Ap0hg?usp=sharing).

## Download Pretrained Embedders

I have saved TDC and CMC networks that have been trained with videos above. Because of their size, they are not included in the repository.

Running `get_pretrained_models.sh` should automatically download saved parameters to `saves/`. You can also download them from [my public Google Drive folder](https://drive.google.com/drive/folders/18EomHIBO9nUbBvllw0uG6SojlR7Ap0hg?usp=sharing).

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