Deep Reinforcement Learning Articles

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6/7/2020 • EN

Exploration Strategies in Deep Reinforcement Learning

An overview of key exploration strategies in Deep Reinforcement Learning, including classic methods and modern approaches for tackling hard-exploration problems.

Boltzmann Exploration Deep Reinforcement Learning Epsilon Greedy Exploration Strategies Upper Confidence Bounds

Lilian Weng

9/5/2019 • EN

Evolution Strategies

An introduction to Evolution Strategies (ES) as a black-box optimization alternative to gradient descent, with applications in deep reinforcement learning.

Black Box Optimization Deep Reinforcement Learning Evolution Strategies Evolutionary Algorithms Stochastic Gradient Descent

Lilian Weng

5/5/2018 • EN

Implementing Deep Reinforcement Learning Models with Tensorflow + OpenAI Gym

A hands-on tutorial on implementing deep reinforcement learning models using TensorFlow and the OpenAI Gym environment.

Deep Reinforcement Learning Openai Gym Python Tensorflow Virtualenv

Lilian Weng

Deep Reinforcement Learning Articles

Exploration Strategies in Deep Reinforcement Learning

Evolution Strategies

Implementing Deep Reinforcement Learning Models with Tensorflow + OpenAI Gym

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