Lectures on Intelligent Systems

This textbook provides the reader with an essential understanding of computational methods for intelligent systems. These are defined as systems that can solve problems autonomously, in particular problems where algorithmic solutions are inconceivable for humans or not practically executable by comp...

Бүрэн тодорхойлолт

-д хадгалсан:
Номзүйн дэлгэрэнгүй
Үндсэн зохиолчид: Vanneschi, Leonardo (Зохиогч), Silva, Sara (Зохиогч)
Байгууллагын зохиогч: SpringerLink (Online service)
Формат: Цахим Цахим ном
Хэл сонгох:англи
Хэвлэсэн: Cham : Springer International Publishing : Imprint: Springer, 2023.
Хэвлэл:1st ed. 2023.
Цуврал:Natural Computing Series,
Нөхцлүүд:
Онлайн хандалт:https://doi.org/10.1007/978-3-031-17922-8
Шошгууд: Шошго нэмэх
Шошго байхгүй, Энэхүү баримтыг шошголох эхний хүн болох!
Агуулга:
  • Chapter 1: Introduction
  • Chapter 2: Optimization Problems and Local Search
  • Chapter 3: Genetic Algorithms
  • Chapter 4: Particle Swarm Optimization
  • Chapter 5: Introduction to Machine Learning
  • Chapter 6: Decision Tree Learning
  • Chapter 7: Artificial Neural Networks
  • Chapter 8: Genetic Programming
  • Bayesian Learning
  • Chapter 10: Support Vector Machines
  • Chapter 11: Ensemble Methods
  • Chapter 12: Unsupervised Learning.