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: Expanded coverage of modern techniques for handling uncertainty and complex data. Multiagent Systems Multiagent Systems Why does this matter

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| | Key New/Expanded Topics in the 4th Edition | | :--- | :--- | | Machine Learning | Deep learning, convolutional networks, recurrent networks, transfer learning, and generative models. | | Natural Language Processing (NLP) | Transformers (the "T" in ChatGPT), BERT, and modern deep learning techniques for text understanding and generation. | | Reasoning & Decision-Making | Causality (inferring cause-and-effect), probabilistic programming, and multi-agent decision making. | | AI Ethics & Safety | Privacy, fairness, bias in AI systems, and the challenges of building safe and beneficial AI. | | Robotics | Expanded coverage of robotics, including more detailed discussions on planning, control, and perception. | | | Reasoning & Decision-Making | Causality (inferring