pre-release 0.10.0

benchmarks/bootstrapped_dqn/README.md

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+# Bootstrapped DQN
+
+Each experiment uses 3 seeds.
+The parameters used for Bootstrapped DQN are the same parameters as described in the [original paper](https://arxiv.org/abs/1602.04621.pdf).
+
+### Breakout Bootstrapped DQN - single worker
+
+```bash
+python3 coach.py -p Atari_Bootstrapped_DQN -lvl breakout
+```
+
+<img src="breakout_bootstrapped_dqn.png" alt="Breakout Bootstrapped DQN" width="800"/>
+
+
+### Pong Bootstrapped DQN - single worker
+
+```bash
+python3 coach.py -p Atari_Bootstrapped_DQN -lvl pong
+```
+
+<img src="pong_bootstrapped_dqn.png" alt="Pong Bootstrapped DQN" width="800"/>
+
+
+### Space Invaders Bootstrapped DQN - single worker
+
+```bash
+python3 coach.py -p Atari_Bootstrapped_DQN -lvl space_invaders
+```
+
+<img src="space_invaders_bootstrapped_dqn.png" alt="Space Invaders Bootstrapped DQN" width="800"/>
+