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, healthcare, finance, and many more. This book covers deep reinforcement learning using deep-q learning and policy gradient models with coding;
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Master reinforcement learning, a popular area of machine learning, starting with the basics: discover how agents and the environment evolve;
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Written for developers with some understanding of deep learning algorithms. Experience with reinforcement learning is not required;
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This book introduces reinforcement learning with mathematical theory and practical examples from quantitative finance using the TensorFlow;
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intelligence applications. Starting with an introduction to the fundamentals of deep reinforcement learning and TensorFlow 2.x, the book covers;
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A hands-on guide enriched with examples to master deep reinforcement learning algorithms with Python Key Features Your entry point into the;
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reinforcement learning. You will also build deep learning workflows with the PyTorch framework, migrate models built in Python to highly efficient;
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This handbook presents state-of-the-art research in reinforcement learning, focusing on its applications in the control and game theory;
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cannot. Deep Reinforcement Learning in Action teaches you the fundamental concepts and terminology of deep reinforcement learning, along;
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The Contemporary Introduction to Deep Reinforcement Learning that Combines Theory and Practice Deep reinforcement learning (deep RL;
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, GANs, VAEs, and deep reinforcement learning that drive today's most impressive AI results. Key Features Explore the most advanced deep;
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Learning with Python introduces you to the theory behind reinforcement learning (RL) algorithms and the code that will be used to implement them;
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even build other neural networks. By the end of this book, you will have hands-on experience with eight reinforcement learning projects, each;
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with examples Use MATLAB toolboxes related to deep learning Implement tokamak disruption prediction Now includes reinforcement learning;
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deep learning and reinforcement learning. Over the course of the book, you'll learn to model complex systems and apply deep learning to;
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models, and a much more detailed treatment of reinforcement learning. The book is written in an easy-to-understand manner with many examples and;
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Start with the basics of reinforcement learning and explore deep learning concepts such as deep Q-learning, deep recurrent Q-networks, and;
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computer vision and NLP Learn how a computer can navigate in complex environments with reinforcement learning Book DescriptionWith the surge;
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with using reinforcement learning and deep reinforcement learning to solve various real-world problems. By the end of this deep learning book;
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(CNNs), recurrent neural networks (RNNs), unsupervised learning, deep reinforcement learning, automated machine learning, device-cloud;
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(CNNs), recurrent neural networks (RNNs), unsupervised learning, deep reinforcement learning, automated machine learning, device-cloud;
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convolutional neural networks Handle natural language datasets with recurrent neural networks Use reinforcement learning to solve games such as tic;
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edition of the bestselling introduction to deep reinforcement learning, expanded with six new chapters Learn advanced exploration techniques;
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can be reinforced with positive and negative stimuli. When we see how reinforcement learning teaches a simulated robot to walk, we are;
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. As we progress through the book we will gain insights about DRL techniques such as Motivated Reinforcement Learning with Curiosity and;
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learning algorithms but also the advanced deep reinforcement learning algorithms. The Learning Path starts with an introduction to RL followed by;
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Einde inhoud
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