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EP2: Artificial Intelligence: A Modern Approach by Stuart Russell and Peter Norvig

01 Oct 2024

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Disclaimer: This podcast is completely AI generated by ⁠NoteBookLM⁠ 🤖 Summary The source material is taken from the textbook Artificial Intelligence: A Modern Approach, by Stuart Russell and Peter Norvig, and covers a variety of core topics within the field of Artificial Intelligence. It begins by defining what AI is and outlines its different subfields, including machine learning, robotics, and natural language processing. The text then dives into the concept of intelligent agents and how they interact with the world, before exploring different search algorithms for solving problems in AI. This includes local search methods, planning algorithms, and knowledge representation techniques. Further sections cover how to quantify uncertainty using probability theory and Bayesian networks, followed by the challenging problem of learning from data, such as learning probabilistic models and using machine learning to solve problems. The final chapters cover topics such as reinforcement learning, information retrieval, and perception.

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