Climbing the Ladder: Reinforcement Learning in a Competitive Setting

Talk @ Applied Machine Learning days 2020

Gitter channel: https://gitter.im/rl-workshop/community

Part 1 – Introduction to RL / environment

• 09:00 Intro to RL slides
• 10:00 Intro to the DroneDelivery environment - notebook / slides
• 10:30 Coffee break
• 11:00 Intro to Q-learning and DQN - notebook
• 12:30 Lunch break

Part 2 – Modern RL methods

• 13:30 Prioritized Experience Replay notebook slides
• 15:00 Coffee break
• 15:30 Curiosity notebook / slides
• 17:00 End of workshop

Troubleshooting

When running the notebook on your machine in Jupyter Lab, you will need to activate the ipywidgets plugin by running this command in the Conda environment

conda env create -f environment.yml
jupyter labextension install @jupyter-widgets/jupyterlab-manager

Licence

• 16ShipCollection by master484 under Public Domain / CC0
• Inconsolata-Bold by Raph Levien under Open Font License