دانلود کتاب Reinforcement Learning: Industrial Applications of Intelligent Agents
by Phil Winder
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عنوان فارسی: یادگیری تقویتی: کاربردهای صنعتی نمایندگان هوشمند |
دانلود کتاب
جزییات کتاب
Author Phil Winder of Winder Research covers everything from basic building blocks to state-of-the-art practices. You'll explore the current state of RL, focus on industrial applications, learn numerous algorithms, and benefit from dedicated chapters on deploying RL solutions to production. This is no cookbook; doesn't shy away from math and expects familiarity with ML.
• Learn what RL is and how the algorithms help solve problems
• Become grounded in RL fundamentals including Markov decision processes, dynamic programming, and temporal difference learning
• Dive deep into a range of value and policy gradient methods
• Apply advanced RL solutions such as meta learning, hierarchical learning, multi-agent, and imitation learning
• Understand cutting-edge deep RL algorithms including Rainbow, PPO, TD3, SAC, and more
• Get practical examples through the accompanying website