Synthesis Lectures on Artificial Intelligence and Machine Learning

Belle, Vaishak

This book discusses the two fundamental elements that underline the science and design of artificial intelligence (AI) systems: the learning and acquisition of knowledge from observational data, and the reasoning of that knowledge together with whatever information is available about the application at hand. It then presents a mathematical treatment of the core issues that arise when unifying first-order logic and probability, especially in the presence of dynamics, including physical actions, sensing actions and their effects. A model for expressing causal laws describing dynamics is also considered, along with computational ideas for reasoning with such laws over probabilistic logical knowledge.

Details

Published by: Springer

Publication Date: 2023-02-21

Format: Hardcover

ISBN-13: 9783031210020

DOI: 10.1007/978-3-031-21003-7

Dimensions: 240cm x168cm

Pages: 190