Online Public Access Catalogue (OPAC)
Library,Documentation and Information Science Division

“A research journal serves that narrow

borderland which separates the known from the unknown”

-P.C.Mahalanobis


Image from Google Jackets

Machine learning and artificial intelligece/ Ameet V Joshi

By: Material type: TextTextPublication details: Switzerland: Springer Nature, 2020Description: xxii, 261 pages; ills; 24 cmISBN:
  • 9783030266219
Subject(s): DDC classification:
  • 006.31 J83
Contents:
Part I Introduction -- Part II. Machine Learning -- Part III. Building end to end pipelines -- Part IV. Artificial intelligence -- Part V. Implementations -- Part VI. Conclusion
Summary: The book provides comprehensive coverage of combined AI and ML theory and applications. Rather than looking at the field from only a theoretical or only a practical perspective, this book unifies both perspectives to give holistic understanding. The first part introduces the concepts of AI and ML and their origin and current state. The second and third parts delve into conceptual and theoretic aspects of static and dynamic ML techniques. The fourth part describes the practical applications where presented techniques can be applied. The fifth part introduces the user to some of the implementation strategies for solving real life ML problems. Each chapter is accompanied with a set of exercises that will help the reader / student to apply the learnings from the chapter to a real-life problem.
Tags from this library: No tags from this library for this title. Log in to add tags.
Holdings
Item type Current library Call number Status Notes Date due Barcode Item holds
Books ISI Library, Kolkata 006.31 J83 (Browse shelf(Opens below)) Available Gifted by Prof. Amita Pal C27486
Total holds: 0

Includes bibliography and index

Part I Introduction -- Part II. Machine Learning -- Part III. Building end to end pipelines -- Part IV. Artificial intelligence -- Part V. Implementations -- Part VI. Conclusion

The book provides comprehensive coverage of combined AI and ML theory and applications. Rather than looking at the field from only a theoretical or only a practical perspective, this book unifies both perspectives to give holistic understanding. The first part introduces the concepts of AI and ML and their origin and current state. The second and third parts delve into conceptual and theoretic aspects of static and dynamic ML techniques. The fourth part describes the practical applications where presented techniques can be applied. The fifth part introduces the user to some of the implementation strategies for solving real life ML problems. Each chapter is accompanied with a set of exercises that will help the reader / student to apply the learnings from the chapter to a real-life problem.

There are no comments on this title.

to post a comment.
Library, Documentation and Information Science Division, Indian Statistical Institute, 203 B T Road, Kolkata 700108, INDIA
Phone no. 91-33-2575 2100, Fax no. 91-33-2578 1412, ksatpathy@isical.ac.in