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Fast Deep RL
What's Reinforcement Learning good for?
What is Reinforcement Learning? (5:46)
Quiz: RL Objective
Visualizing Reinforcement Learning Tasks (5:47)
Reinforcement Learning vs. Supervised/Self-Supervised Learning (8:49)
Quiz: Problem Attributes That Justify RL Application
Reinforcement Learning: Commercial and Intellectual Value (7:47)
Let's Connect
Reinforcement Learning Problem Solving: High Level Overview
How Reinforcement Learning Problems are Solved: A High Level Overview (4:36)
Quiz: First Step in the RL Solution Process
Using OpenAI Gym Simulations of Reinforcement Learning Tasks
Reinforcement Learning Simulation Packages in Python (5:58)
Installing OpenAI Gym (gym[all]) on Linux, Windows and Mac (10:32)
OpenAI Gym: How to Start an Environment and Visualize it (6:28)
Coding Exercise: Set up the BipedalWalker-v3 environment
OpenAI Gym: How to Observe the Environment (6:56)
Quiz: Observation Elements in BipedalWalker-v3
Coding Exercise: Interpret the Observation Space
OpenAI Gym: How to Take Actions (7:30)
Quiz: Action Elements in BipedalWalker-v3
Coding Exercise: Taking Actions in BipedalWalker-v3
OpenAI Gym: Rewards and Goals (7:00)
Quiz: Real World Goals
Coding Exercise: Reward for Falling Down in BipedalWalker-v3
OpenAI Gym: Terminal States and Episodes (8:46)
Quiz: Terminal State in Video Games
Coding Exercise: Calculate Expected Cumulative Rewards per Episode
Using the Ray RLlib Framework to Solve Reinforcement Learning Problems
How Reinforcement Learning Algorithms Work: A High Level Overview (9:32)
Quiz: Deep Neural Nets in RL
Which Reinforcement Learning Framework is the Best? (7:05)
How to Install Ray RLlib (2:16)
Ray RLlib: How to Use Deep RL Algorithms to Solve RL Problems (10:44)
Coding Exercise: Teach a Robot How to Walk
Ray RLlib: How to Visualize Results Using Tensorboard (8:12)
Coding Exercise: Visualize Results from the BipedalWalker-v3 PPO Experiment
Ray RLlib: How to Save a Trained Agent for Later Use (3:15)
Coding Exercise: Save the Trained Robot
Ray RLlib: How to Use and Record a Saved Agent (7:29)
Coding Exercise: Create a Video of the Walking Robot
How to Choose an Appropriate Deep RL Algorithm for Your Problem (6:15)
Quiz: Algorithm Selection in the Inventory Management Problem
How Was Your Experience?
Where to Go from Here? (4:38)
Coding Exercise: Visualize Results from the BipedalWalker-v3 PPO Experiment
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