Mastering MuZero: A General Algorithm for Expert Control with Python скачать в хорошем качестве

Mastering MuZero: A General Algorithm for Expert Control with Python

Mastering MuZero: A General Algorithm for Expert Control with Python 💥💥 GET FULL SOURCE CODE AT THIS LINK 👇👇 👉 https://xbe.at/index.php?filename=MuZ... MuZero is a general algorithm for mastering various Atari games using deep reinforcement learning. It defies the need for human demonstration data or a reward function by learning from raw pixel inputs. In this post, we'll discuss MuZero's architecture and explore how it achieves superior performance through self-play. MuZero starts with a value network which estimates the Q-value for a given state, and a policy network producing a probability distribution over the actions given a state. After some exploration, MuZero uses self-play to learn by operating the game environment with its own policy and observing the rewards. The algorithm uses a "perfect simulation" of the game for offline bootstrapping, creating a target value estimation for each training example. To master MuZero, consider starting with understanding the inner workings of deep Q-learning and reinforcement learning algorithms. After acquiring a strong foundation, try implementing MuZero's architecture in TensorFlow or PyTorch. Toixter's blog post provides a detailed walkthrough: [ thougths.md/muzero ](toixter.com/muzero). Additional Resources: [Google Research](https://arxiv.org/abs/1802.01597): "Mastering Atari, Go, Chess, and Shogi using Deep Reinforcement Learning" [GitHub - TensorFlow Implementation](https://github.com/tensorflow-researc...) #STEM #Programming #Technology #DeepLearning #MuZero #ReinforcementLearning #AtariGames #Python #MachineLearning #AI #ArtificialIntelligence #GameAI #DeepQNetwork #DeepRMR #OpenSource #Research #MachineLearningAlgorithms #DataScience #PyTorch #Tutorial #AIexpansion #Algorithms #DeepLearningModels #DeepLearningTraining #DeepLearningResearch #GitHubProjects #TechWorld #Coding #CodingCommunity #PythonProgramming #DeepLearningCommunity #ProgrammingCommunity #DeepLearningAI #TheScienceOfL Find this and all other slideshows for free on our website: https://xbe.at/index.php?filename=MuZ...