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Algorithmic Intelligence Towards an Algorithmic Foundation for Artificial Intelligence /

In this book the author argues that the basis of what we consider computer intelligence has algorithmic roots, and he presents this with a holistic view, showing examples and explaining approaches that encompass theoretical computer science and machine learning via engineered algorithmic solutions....

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Bibliografische gegevens
Hoofdauteur: Edelkamp, Stefan (Auteur)
Coauteur: SpringerLink (Online service)
Formaat: Elektronisch E-boek
Taal:Engels
Gepubliceerd in: Cham : Springer International Publishing : Imprint: Springer, 2023.
Editie:1st ed. 2023.
Onderwerpen:
Artificial intelligence.
Data mining.
Control engineering.
Robotics.
Automation.
Business information services.
Business logistics.
Artificial Intelligence.
Data Mining and Knowledge Discovery.
Control, Robotics, Automation.
IT in Business.
Logistics.
Online toegang:https://doi.org/10.1007/978-3-319-65596-3
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Inhoudsopgave:
  • Preface
  • Towards a Characterization
  • Part I, Basics
  • 1. Programming Primer
  • 2. Shortest Paths
  • 3. Sorting
  • 4. Deep Learning
  • 5. Monte-Carlo Search
  • Part II, Big Data
  • 6. Graph data
  • 7. Multimedia Data
  • 8. Network Data
  • 9. Image Data
  • 10. Navigation Data
  • Part III, Research Areas
  • 11. Machine Learning
  • 12. Problem Solving
  • 13. Card Game Playing
  • 14. Action Planning
  • 15. General Game Playing
  • 16. Multiagent Systems
  • 17. Recommendation and Configuration Part IV, Applications
  • 18. Adversarial Planning
  • 19. Model Checking
  • 20. Computational Biology
  • 21. Logistics
  • 22. Additive Manufacturing
  • 23. Robot Motion Planning
  • 24. Industrial Production
  • 25. Further Application Areas. - Index and References.

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