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Update README.md #8

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17 changes: 17 additions & 0 deletions README.md
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Expand Up @@ -12,3 +12,20 @@ Read [this](https://thoughtbot.com/blog/how-to-git-with-unity)
- On root dir `git add .`
- `git commit -m "<your message here(make it meaningful)>"`
- `git push`

## Features
- 3 Levels of Enemy AI
- 1 Minute to win the game

## ml-agent
### Attempt
- We tried to train a ml-agent using deep reinforcement learning with tensorflow. However, the Agar Agar Game environment is too complex for us to train the agent on our personal machines.
### Future development
- It could be possible for us to simplify the scenario the ml-agent is trained in.
- Simplified scenario 1: Only generation of one food on the map - Train ml-agent to take shortest path to food
- Simplified scenario 2: Only generation of food on the map - Train ml-agent to find the most food
- Simplified scenario 3: Smaller Enemy - Train ml-agent to hunt small enemies
- Simplified scenario 4: Larger Enemy - Train ml-agent to avoid large enemies

## Bugs
- The pause menu layer is behind the actual game which may block the menu