Exploration vs. Exploitation – Learning the Optimal Reinforcement Learning Policy

Exploration vs. Exploitation - Learning the Optimal Reinforcement Learning Policy

Welcome back to this series on reinforcement learning! Last time, we left our discussion of Q-learning with the question of how an agent chooses to either explore the environment or to exploit it in order to select its actions. In this video, we’ll answer this question by introducing a type of strategy called an epsilon greedy strategy.

We’ll also explore how, using this strategy, the agent makes decisions about the actions it takes. We’ll also see how exactly Q-value is calculated and updated in the Q-table mathematically using an example from the lizard game we introduced last time.

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Ruicong Xie

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Recommended books on AI:
The Most Human Human: What Artificial Intelligence Teaches Us About Being Alive:
Life 3.0: Being Human in the Age of Artificial Intelligence

Data Science – https://www.youtube.com/playlist?list=PLZbbT5o_s2xrth-Cqs_R9-us6IWk9x27z
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PyTorch – https://www.youtube.com/watch?v=v5cngxo4mIg&list=PLZbbT5o_s2xrfNyHZsM6ufI0iZENK9xgG
Reinforcement Learning – https://www.youtube.com/playlist?list=PLZbbT5o_s2xoWNVdDudn51XM8lOuZ_Njv

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