Artificial Intelligence: With an Introduction to Machine Learning, Second Edition

ISBN-13: 9781138502383 / Angielski / Twarda / 2018 / 466 str.

Richard E. Neapolitan; Xia Jiang

Opis

The first edition of this popular textbook, Contemporary Artificial Intelligence, provided an accessible and student friendly introduction to AI. This fully revised and expanded update retains the same accessibility and problem-solving approach, while providing new material and methods, including neural networks and deep learning.

Spis treści

1. Introduction to Artificial Intelligence  Part 1: Logical Intelligence  2. Propositional Logic  3. First-Order Logic  4. Certain Knowledge Representation  5. Learning Deterministic Models  Part 2: Probabilistic Intelligence  6. Probability 7. Uncertain Knowledge Representation  8. Advanced Properties of Bayesian Network  9. Decision Analysis  10. Learning Probabilistic Model Parameters  11. Learning Probabilistic Model Structure  12. Unsupervised Learning and Reinforcement Learning  Part 3: Emergent Intelligence  13. Evolutionary Computation  14. Swarm Intelligence Part 4: Neural Intelligence  15. Neural Networks and Deep Learning  Part 5: Language Understanding  16. Natural Language Understanding